Preprint List

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        {
            "pk": 13144,
            "title": "Bridging social–ecological systems and ecological economics to navigate polycrisis",
            "abstract": "Human societies and ecological systems experience interacting and compounding crises, a condition often described as ‘polycrisis’. To better navigate it, we propose a synthesis agenda at the interface of ecological economics (EE) and social–ecological systems (SES) research. Through collaborative synthesis and building on a practical framework of crisis dynamics as shocks and creeping changes, we identify four research avenues that specify where integration is feasible and promising. We focus on (i) the mediating role of human-made infrastructures in shock propagation; (ii) the influence of polycrisis dynamics on risk perception and behavioral response; (iii) trust and variations in collective action in response to threats; and (iv) shifting social–ecological meaning through the lens of diverse values of nature. For each avenue, we outline frontier questions that connect EE and SES, and examine interdisciplinary methodologies to address them. We also provide three specific examples with causal loop diagrams representative of the research avenues. We conclude by discussing the implications of combining EE and SES perspectives, and invite scholars from both traditions to engage more systematically together with the infrastructures, institutions, and power relations through which crises are experienced and governed.",
            "license": {
                "name": "CC-By Attribution-NonCommercial-NoDerivatives 4.0 International",
                "short_name": "CC BY-NC-ND 4.0",
                "text": "Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nNonCommercial means not primarily intended for or directed towards commercial advantage or monetary compensation. For purposes of this Public License, the exchange of the Licensed Material for other material subject to Copyright and Similar Rights by digital file-sharing or similar means is NonCommercial provided there is no payment of monetary compensation in connection with the exchange.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part, for NonCommercial purposes only; and\r\nproduce and reproduce, but not Share, Adapted Material for NonCommercial purposes only.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties, including when the Licensed Material is used other than for NonCommercial purposes.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material, You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nFor the avoidance of doubt, You do not have permission under this Public License to Share Adapted Material.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database for NonCommercial purposes only and provided You do not Share Adapted Material;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "resilience"
                },
                {
                    "word": "shocks"
                },
                {
                    "word": "creeping changes"
                },
                {
                    "word": "biosphere"
                },
                {
                    "word": "Anthropocene"
                }
            ],
            "date_submitted": "2026-05-22T12:02:49.171595+02:00",
            "date_accepted": "2026-05-22T15:35:06.754271+02:00",
            "date_published": "2026-05-22T15:35:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5CJ57",
            "authors": [
                {
                    "pk": 86625,
                    "first_name": "Louis",
                    "middle_name": "",
                    "last_name": "Delannoy",
                    "salutation": "Dr",
                    "orcid": null
                },
                {
                    "pk": 137974,
                    "first_name": "Giulia",
                    "middle_name": "",
                    "last_name": "Rubin",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137975,
                    "first_name": "Bernardo",
                    "middle_name": "A.",
                    "last_name": "Bastien-Olvera",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 86628,
                    "first_name": "Felipe",
                    "middle_name": "",
                    "last_name": "Benra",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137976,
                    "first_name": "Nicolas",
                    "middle_name": "",
                    "last_name": "Choquette-Levy",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137977,
                    "first_name": "Jordana",
                    "middle_name": "",
                    "last_name": "Composto",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137978,
                    "first_name": "Giorgio",
                    "middle_name": "",
                    "last_name": "Dini",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137979,
                    "first_name": "Tarikua",
                    "middle_name": "",
                    "last_name": "Erda",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137980,
                    "first_name": "Jacqueline",
                    "middle_name": "",
                    "last_name": "Hamilton",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137981,
                    "first_name": "Mari",
                    "middle_name": "",
                    "last_name": "Kawakatsu",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137982,
                    "first_name": "Niak",
                    "middle_name": "S.",
                    "last_name": "Koh",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137983,
                    "first_name": "Noah",
                    "middle_name": "",
                    "last_name": "Linder",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137984,
                    "first_name": "Marius",
                    "middle_name": "",
                    "last_name": "von Essen",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137985,
                    "first_name": "Emmy",
                    "middle_name": "",
                    "last_name": "Wassénius",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137986,
                    "first_name": "Adam",
                    "middle_name": "H.",
                    "last_name": "Wiechman",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Social and Behavioral Sciences"
                }
            ],
            "files": [
                {
                    "original_filename": "BYS Working paper.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13144/download/23275/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 10235,
            "title": "Evaluating the potential of SMART subsea cable pressure sensors to constrain Subpolar North Atlantic circulation variability through Observing System Simulation Experiments",
            "abstract": "<p>Bolstering global ocean observing infrastructure is critical for understanding, quantifying, and predicting Earth's climate variability and change. The emerging SMART (Science Monitoring And Reliable Telecommunications) Subsea Cables present an opportunity to acquire high-frequency, seafloor-based observations of ocean variables, encouraging assessment of their value prior to deployment. We conduct Observing System Simulation Experiments (OSSEs) to quantify potential for constraining ocean circulation using simulated SMART sensor data from a proposed cable in the Subpolar North Atlantic. Synthetic daily SMART ocean bottom pressure anomaly observations from a high-resolution global “nature run” are assimilated into a regional ocean model. Model-data misfit is reduced via gradient-based adjustments to atmospheric control variables. Synthetic data value is then quantified via the error reduction and improved skill between the regional model and the nature run. Assimilation of synthetic SMART data improves regional estimates of ocean bottom pressure as well as unobserved quantities such as barotropic (depth-integrated) transport and Arctic freshwater exports, demonstrating the SMART system’s potential to constrain basin-scale ocean circulation. On annual time scales SMART cables are shown to complement satellite altimetry data by providing unique constraints on sub-monthly and coastal oceanic mass transport,  leading to larger localized reductions in ocean bottom pressure uncertainty. Atmospheric pressure, followed by zonal and meridional surface winds, are identified as the primary control variables driving daily bottom pressure anomaly correction, which is understood through the inverse barometer effect. Our results underscore the value of high-frequency seafloor pressure data for improving estimates of climate-relevant ocean transports and highlight their promise for enhancing the spatiotemporal resolution of ocean mass distribution and circulation estimates.</p>",
            "license": {
                "name": "CC-By Attribution-NonCommercial-NoDerivatives 4.0 International",
                "short_name": "CC BY-NC-ND 4.0",
                "text": "Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nNonCommercial means not primarily intended for or directed towards commercial advantage or monetary compensation. For purposes of this Public License, the exchange of the Licensed Material for other material subject to Copyright and Similar Rights by digital file-sharing or similar means is NonCommercial provided there is no payment of monetary compensation in connection with the exchange.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part, for NonCommercial purposes only; and\r\nproduce and reproduce, but not Share, Adapted Material for NonCommercial purposes only.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties, including when the Licensed Material is used other than for NonCommercial purposes.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material, You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nFor the avoidance of doubt, You do not have permission under this Public License to Share Adapted Material.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database for NonCommercial purposes only and provided You do not Share Adapted Material;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "ocean state estimation"
                },
                {
                    "word": "data assimilation"
                },
                {
                    "word": "Ocean Bottom Pressure"
                }
            ],
            "date_submitted": "2025-09-15T19:21:01.470000+02:00",
            "date_accepted": "2025-09-17T16:47:05.989000+02:00",
            "date_published": "2025-09-17T16:47:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X51F2Z",
            "authors": [
                {
                    "pk": 120291,
                    "first_name": "Matthew",
                    "middle_name": "",
                    "last_name": "Goldberg",
                    "salutation": "",
                    "orcid": "0009-0000-7607-8670"
                },
                {
                    "pk": 110459,
                    "first_name": "An",
                    "middle_name": "",
                    "last_name": "Nguyen",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 110460,
                    "first_name": "Helen",
                    "middle_name": "",
                    "last_name": "Pillar",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 6837,
                    "first_name": "Bruce",
                    "middle_name": "M",
                    "last_name": "Howe",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 120292,
                    "first_name": "Patrick",
                    "middle_name": "",
                    "last_name": "Heimbach",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Oceanography and Atmospheric Sciences and Meteorology"
                }
            ],
            "files": [
                {
                    "original_filename": "smart_osse_eartharxiv.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/10235/download/18919/"
                },
                {
                    "original_filename": "SMARTOSSE_resubmission_May2026_eartharxiv.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/10235/download/22938/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13125,
            "title": "Deep learning identification of SST teleconnections driving early-winter North Atlantic climate",
            "abstract": "Seasonal predictability over the North Atlantic-European (NAE) sector is strongly modulated by the background climate state, particularly in early winter. In this season, different ENSO teleconnections have been reported before and after the 1990s. However, these studies rely on linear analysis, and the reasons for this lack of stationarity and its implications for seasonal forecasting have not yet been fully assessed. Here, we evaluate the non-stationarity of early winter ENSO teleconnections over the NAE using a non-linear framework, the Neural Network forecast application (NN4CAST). The NN4CAST model predicts November-December sea level pressure anomalies from October sea surface temperature anomalies. The neural network achieves skill comparable to the ECMWF SEAS5 dynamical system, and even exceeds it in certain regions like the NAE, despite relying only on October SST predictors. The model detects a period with significant improvement in skill over the North Atlantic Oscillation centres of action during 1970-1990s, specially for the Iceland region, whereas for the East Atlanticn pattern, the improvement comes in recent decades, namely 1990-2020s. These changes in predictability might be driven by an intensification of the Rossby wave source over Southeast Asia as well as a southward displacement of the North Atlantic jet stream during the latter period. Our results highlight the value of explainable artificial intelligence for identifying state-dependent sources of seasonal predictability and for bridging data-driven approaches with physical understanding of climate teleconnections.",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "S2S"
                },
                {
                    "word": "Climate predictability"
                },
                {
                    "word": "Deep Learning"
                }
            ],
            "date_submitted": "2026-05-21T12:58:06.648839+02:00",
            "date_accepted": "2026-05-22T09:59:26.249999+02:00",
            "date_published": "2026-05-22T09:59:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5519Q",
            "authors": [
                {
                    "pk": 137868,
                    "first_name": "Víctor",
                    "middle_name": "",
                    "last_name": "Galván Fraile",
                    "salutation": "",
                    "orcid": "0009-0008-7373-8029"
                },
                {
                    "pk": 137875,
                    "first_name": "Irene",
                    "middle_name": "",
                    "last_name": "Polo",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137876,
                    "first_name": "Marta",
                    "middle_name": "",
                    "last_name": "Martín-Rey",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137874,
                    "first_name": "Belén",
                    "middle_name": "",
                    "last_name": "Rodríguez-Fonseca",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137877,
                    "first_name": "Magdalena",
                    "middle_name": "",
                    "last_name": "A. Balmaseda",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Atmospheric Sciences"
                },
                {
                    "name": "Climate"
                },
                {
                    "name": "Meteorology"
                },
                {
                    "name": "Oceanography and Atmospheric Sciences and Meteorology"
                },
                {
                    "name": "Physical Sciences and Mathematics"
                }
            ],
            "files": [
                {
                    "original_filename": "Manuscript_arxiv_with_supplementary.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13125/download/23246/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13120,
            "title": "A 10,000-Year Global Stochastic Tropical Cyclone Catalog with Wind-Dependent Track Transitions (WHITS)",
            "abstract": "Reliable assessment of tropical cyclone (TC) risk is limited by the brevity and spatial sparsity of the historical record, particularly for the rare, high-intensity landfalls that dominate insured loss. We present WHITS (Wind-focused Hurricane Interactive Track Simulator), a non-parametric semi-Markov track generator that extends the HITS framework of Nakamura et al. (2015) in three ways: transitions between historical track segments are conditioned on local wind speed in addition to position, age, and forward vector; the kernel selection on the comparative-vector term is sharpened to suppress dynamically inconsistent jumps; and a short smoothing window is applied across each transition to remove the position and wind discontinuities reported by downstream surge users. WHITS is fit to the full available best-track record in each of six basins in IBTrACS, extending in the North Atlantic to 1851 and in other basins to the earliest year of reliable best-track data. The resulting 10,000-yr global synthetic catalog reproduces observed track density and the annual hurricane/typhoon-force wind-hit probability across all basins. The catalog is intended for catastrophe-risk applications where a large, low-bias sample of physically plausible tracks is more useful than a small, statistically corrected one.",
            "license": {
                "name": "CC-By Attribution-NonCommercial-NoDerivatives 4.0 International",
                "short_name": "CC BY-NC-ND 4.0",
                "text": "Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nNonCommercial means not primarily intended for or directed towards commercial advantage or monetary compensation. For purposes of this Public License, the exchange of the Licensed Material for other material subject to Copyright and Similar Rights by digital file-sharing or similar means is NonCommercial provided there is no payment of monetary compensation in connection with the exchange.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part, for NonCommercial purposes only; and\r\nproduce and reproduce, but not Share, Adapted Material for NonCommercial purposes only.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties, including when the Licensed Material is used other than for NonCommercial purposes.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material, You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nFor the avoidance of doubt, You do not have permission under this Public License to Share Adapted Material.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database for NonCommercial purposes only and provided You do not Share Adapted Material;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "tropical cyclone tracks"
                },
                {
                    "word": "stochastic catalog"
                },
                {
                    "word": "catastrophe risk"
                },
                {
                    "word": "Semi-Markov renewal model"
                }
            ],
            "date_submitted": "2026-05-21T04:47:08.439585+02:00",
            "date_accepted": "2026-05-21T18:24:51.062001+02:00",
            "date_published": "2026-05-21T18:24:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5SR38",
            "authors": [
                {
                    "pk": 137863,
                    "first_name": "Jennifer",
                    "middle_name": "",
                    "last_name": "Nakamura",
                    "salutation": "Dr",
                    "orcid": "0000-0003-4113-8519"
                },
                {
                    "pk": 7465,
                    "first_name": "Upmanu",
                    "middle_name": "",
                    "last_name": "Lall",
                    "salutation": "",
                    "orcid": "0000-0003-0529-8128"
                }
            ],
            "subject": [
                {
                    "name": "Atmospheric Sciences"
                },
                {
                    "name": "Risk Analysis"
                }
            ],
            "files": [
                {
                    "original_filename": "WHITS_paper.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13120/download/23240/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13136,
            "title": "Optimal Modeling and County-Level Applications for the Spatial Prediction of Soil Organic Matter: A Case Study of Thirteen Counties in the Yellow River Basin",
            "abstract": "Soil organic matter (SOM) is a key indicator for assessing soil health and the carbon sequestration potential, and its precise spatial prediction is vital for ensuring sustainable agricultural development. Machine learning has emerged as a core tool in digital soil mapping. However, in complex landscapes such as the Yellow River Basin, the selection of models and the translation of their predictions into county-level governance remain uncertain. To address these issues, this study focused on thirteen counties in the Yellow River Basin. We systematically established five machine learning models, namely, random forest (RF), ridge regression, LASSO regression, gradient boosting, and support vector regression models, and obtained 172 soil samples and multiple environmental variables to predict SOM. We optimized the models through recursive feature elimination and cross-validation and comprehensively evaluated their performance on the basis of metrics such as the coefficient of determination (R2) and root mean square error (RMSE). The results indicated that the random forest model achieved the best prediction accuracy and stability (test set R2 = 0.56; RMSE = 3.36 g/kg). Spatial distribution maps generated from this model revealed a distinct SOM pattern across the study area encompassing high values in the east and west and low values in the central region. County-level comparative analysis revealed that compared with counties dominated by intensive agriculture (e.g., Hejin), counties with high forest cover (e.g., Jixian) exhibited significantly higher average SOM contents. This study confirms that the random forest model is a high-precision prediction model suitable for this region. The findings not only reveal key environmental drivers but also, more importantly, provide a county-level comparable SOM spatial dataset and demonstrate clear intercounty differences, directly supporting the formulation of differentiated soil conservation policies. For instance, the results of this study offer a systematic basis for delineating SOM enhancement and conservation zones and for implementing corresponding management measures with precision.",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "Soil organic matter"
                },
                {
                    "word": "machine learning"
                },
                {
                    "word": "random forest"
                },
                {
                    "word": "Spatial prediction"
                },
                {
                    "word": "Yellow River Basin"
                },
                {
                    "word": "County scale"
                },
                {
                    "word": "Precision agriculture"
                }
            ],
            "date_submitted": "2026-05-21T23:00:27.975338+02:00",
            "date_accepted": "2026-05-22T01:39:09.129426+02:00",
            "date_published": "2026-05-22T01:39:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5NZ0Z",
            "authors": [
                {
                    "pk": 137947,
                    "first_name": "Ziyang",
                    "middle_name": "",
                    "last_name": "Zhang",
                    "salutation": "",
                    "orcid": "0009-0007-1194-425X"
                },
                {
                    "pk": 137948,
                    "first_name": "Mengmeng",
                    "middle_name": "",
                    "last_name": "Wu",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137949,
                    "first_name": "ZiYi",
                    "middle_name": "",
                    "last_name": "Hu",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137950,
                    "first_name": "Haibin",
                    "middle_name": "",
                    "last_name": "Wang",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137951,
                    "first_name": "LiWen",
                    "middle_name": "",
                    "last_name": "Liu",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137952,
                    "first_name": "Yaodong",
                    "middle_name": "",
                    "last_name": "Jing",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137953,
                    "first_name": "Mingxing",
                    "middle_name": "",
                    "last_name": "Qin",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137954,
                    "first_name": "Ke",
                    "middle_name": "",
                    "last_name": "Hu",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137955,
                    "first_name": "Qi",
                    "middle_name": "",
                    "last_name": "Liu",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Civil and Environmental Engineering"
                }
            ],
            "files": [
                {
                    "original_filename": "PONE-D-26-24884.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13136/download/23262/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 10442,
            "title": "Seasonal ice dynamics control the timing of crevasse drainage at a fast-flowing outlet glacier",
            "abstract": "<p>Crevasse field drainage transfers at least half of the seasonal runoff from the surface to the bed of the Greenland Ice Sheet, but the patterns of drainage are complex and spatio-temporally heterogenous. To better understand controls on crevasse drainage processes, we use an automated deep learning method to map the seasonal filling and drainage of water-filled crevasses at Sermeq Kujalleq (Store Glacier) in 2019 using 10-metre-resolution Sentinel-2 MSI imagery, alongside RACMO reanalysis melt estimates and strain rates inferred from ITS_LIVE velocity observations. The timing of crevasse drainage correlates strongly with seasonal peaks in surface strain rates, suggesting that seasonal variation in surface stress exerts a strong control on the exact timing of drainage to the bed. Linear elastic fracture mechanics (LEFM) modelling suggests that a seasonal transition to higher tensile stress regimes can trigger rapid full-depth hydrofracture at the point at which stresses exceed the threshold necessary to initiate initial fracture, provided that meltwater from early-season snowmelt is abundant. We suggest that this causal behaviour is distinct from both (i) supraglacial lake drainage, which depends on short-term (hourly-daily) transient accelerations to trigger drainage; and (ii) crevasse fields that are not observed to pond, which exist in high tensile regimes and likely readily supply water into the englacial or subglacial system from melt-season onset. The distinct mode of drainage described here requires unique parameterisation to predict spatio-temporal patterns of water transfer to the bed of ice sheets and drive models of subglacial hydrology.</p>",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "Glaciology"
                },
                {
                    "word": "Greenland ice sheet"
                },
                {
                    "word": "Crevasses"
                },
                {
                    "word": "ice dynamics"
                },
                {
                    "word": "glacial hydrology"
                }
            ],
            "date_submitted": "2025-10-07T17:20:07.730000+02:00",
            "date_accepted": "2025-10-07T18:40:46.850000+02:00",
            "date_published": "2025-10-07T18:39:00+02:00",
            "doi": "https://doi.org/10.1029/2025AV002150",
            "preprint_doi": "10.31223/X5H45B",
            "authors": [
                {
                    "pk": 11172,
                    "first_name": "Thomas",
                    "middle_name": "R",
                    "last_name": "Chudley",
                    "salutation": "Dr",
                    "orcid": "0000-0001-8547-1132"
                },
                {
                    "pk": 121639,
                    "first_name": "Chris",
                    "middle_name": "R",
                    "last_name": "Stokes",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 121640,
                    "first_name": "James",
                    "middle_name": "M",
                    "last_name": "Lea",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 121641,
                    "first_name": "Thomas",
                    "middle_name": "",
                    "last_name": "Winterbottom",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 121642,
                    "first_name": "Robert",
                    "middle_name": "",
                    "last_name": "Law",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 111693,
                    "first_name": "Caroline",
                    "middle_name": "",
                    "last_name": "Clason",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 121643,
                    "first_name": "Holly",
                    "middle_name": "E",
                    "last_name": "Wytiahlowsky",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 121644,
                    "first_name": "Jack",
                    "middle_name": "L",
                    "last_name": "Dechow",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Glaciology"
                }
            ],
            "files": [
                {
                    "original_filename": "chudley_seasonalcrev_paper_eartharxiv_v1.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/10442/download/19231/"
                },
                {
                    "original_filename": "chudley_seasonalcrev_paper_v2_eartharxiv.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/10442/download/20988/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 12219,
            "title": "Agentic SWMM: Auditable and Reproducible Stormwater Modelling Workflow with Skills and Model Context Protocol",
            "abstract": "<p>Configuring urban hydrological models, such as the Storm Water Management Model (SWMM), for operational use remains onerous for many modellers. We propose aiswmm, a SWMM-specialized Agentic runtime, together with an Agentic SWMM workflow that embeds Skills and Model Context Protocol (MCP) tools to automate GIS preprocessing, model configuration, execution, and postprocessing. Each Skill encodes a hydrologic standard operating procedure (parameter defaults, validation thresholds, metric-extraction rules), narrowing the large language model's (LLM) role from open-ended generation to constrained Skill selection. To ensure that the entire Agentic SWMM workflow is auditable and reproducible, we proposed a verification-first, provenance contract embedded into Agentic SWMM workflow, that enables byte-level audit chain to LLM-driven hydrological modelling. Each run will create an independent manifest file that documents the SWMM version used, parameter mappings, input file hashes, and quality gate (e.g., continuity diagnostics). We demonstrate the workflow on the Tod Creek watershed (located on the Saanich Peninsula, British Columbia). We validated the proposed Agentic SWMM workflow at three levels: i) a QGIS based watershed-pour-point detection that agrees with the commercial PCSWMM® method to within 0.88% of the watershed perimeter (~7.5 pixels in the digital elevation model); ii) byte-identical SWMM output files (Secure Hash Algorithm 256-bit identical) between the command-line execution and the MCP paths across 60 paired simulations, and iii) peak inflow at the watershed outlet matching to three significant digits between the manual SWMM interface and Agentic SWMM workflows. The aiswmm runtime, Skills, MCP servers, and byte-level audit chain are released as open source and remain compatible with mainstream agentic runtimes (Codex, Claude Code, Hermes, and OpenClaw) to support reproducible SWMM modelling driven by natural language.</p>",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "Hydrological Modelling"
                },
                {
                    "word": "Agentic AI"
                },
                {
                    "word": "SWMM"
                },
                {
                    "word": "MCP"
                }
            ],
            "date_submitted": "2026-03-17T20:33:22.540315+01:00",
            "date_accepted": "2026-03-18T00:04:38.762374+01:00",
            "date_published": "2026-03-18T00:04:00+01:00",
            "doi": null,
            "preprint_doi": "10.31223/X5F47G",
            "authors": [
                {
                    "pk": 133482,
                    "first_name": "Zhonghao",
                    "middle_name": "",
                    "last_name": "Zhang",
                    "salutation": "Mr",
                    "orcid": "0009-0002-6253-6380"
                },
                {
                    "pk": 133483,
                    "first_name": "Caterina",
                    "middle_name": "",
                    "last_name": "Valeo",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Civil and Environmental Engineering"
                },
                {
                    "name": "Civil Engineering"
                },
                {
                    "name": "Computational Engineering"
                },
                {
                    "name": "Engineering"
                },
                {
                    "name": "Environmental Engineering"
                },
                {
                    "name": "Hydraulic Engineering"
                }
            ],
            "files": [
                {
                    "original_filename": "Zhang&Valeo_merged.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/12219/download/21897/"
                },
                {
                    "original_filename": "aieng-4237570 R1.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/12219/download/23243/"
                }
            ],
            "supplementary_files": [
                {
                    "url": "https://github.com/Zhonghao1995/agentic-swmm-workflow",
                    "label": "Supplementary File"
                }
            ]
        },
        {
            "pk": 13123,
            "title": "Operationalising EMS-98 Damage Classification: A UAV-to-GIS Pipeline for Macroseismic Survey Support",
            "abstract": "Macroseismic surveys are central to post-earthquake damage assessment but remain labour-intensive, relying on in-person inspections that delay the production of structured, georeferenced damage information. While UAV imagery and deep learning have shown promise in accelerating façade-level damage detection, two limitations recur in the literature: most models are trained on damage taxonomies that depart from the European Macroseismic Scale (EMS-98), and outputs are typically delivered as standalone classifications rather than as informational products interoperable with the GIS environments used by emergency-management actors. This study presents an end-to-end pipeline that addresses both gaps. A YOLOv11x-seg instance-segmentation model is trained via staged transfer learning — fine-tuned on imagery from the INGV Database Fotografico Macrosismico (DFM) — to detect and classify façade damage according to the five EMS-98 grades. Per-image detections are then aggregated into a single building-level damage grade and georeferenced using UAV GNSS and camera-orientation parameters, producing a GeoPackage directly loadable in QGIS. The pipeline is operationalised through a UAV case study in Arquata del Tronto (Central Italy), an area severely affected by the 2016–2017 seismic sequence, using imagery acquired specifically for this work. Results characterise per-class detection performance, building-level grading accuracy against ground-truth survey records, and the practical viability of integrating the output into established Italian macroseismic-survey workflows",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "Post-earthquake damage assessment"
                },
                {
                    "word": "UAV"
                },
                {
                    "word": "Macroseismology"
                },
                {
                    "word": "GIS"
                },
                {
                    "word": "Remote Sensing"
                },
                {
                    "word": "Instance Segmentation"
                }
            ],
            "date_submitted": "2026-05-21T10:32:08.850975+02:00",
            "date_accepted": "2026-05-22T09:53:28.597663+02:00",
            "date_published": "2026-05-22T09:53:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5J78T",
            "authors": [
                {
                    "pk": 135862,
                    "first_name": "Giovanni",
                    "middle_name": "",
                    "last_name": "Galli",
                    "salutation": "Mr",
                    "orcid": "0009-0002-9505-2200"
                },
                {
                    "pk": 21547,
                    "first_name": "Marco",
                    "middle_name": "",
                    "last_name": "Dubbini",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137866,
                    "first_name": "FIlippo",
                    "middle_name": "",
                    "last_name": "Bernardini",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 137867,
                    "first_name": "Luca",
                    "middle_name": "",
                    "last_name": "Arcoraci",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Computer Sciences"
                },
                {
                    "name": "Databases and Information Systems"
                },
                {
                    "name": "Geographic Information Sciences"
                },
                {
                    "name": "Geography"
                },
                {
                    "name": "Nature and Society Relations"
                },
                {
                    "name": "Remote Sensing"
                },
                {
                    "name": "Spatial Science"
                }
            ],
            "files": [
                {
                    "original_filename": "MSM_EA.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13123/download/23244/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13141,
            "title": "Deforestation Edge Effects on Soil Moisture Persistence in the Amazon Basin: Observational Evidence for Lateral Hydrological Degradation and Minimum Viable Restoration Scales",
            "abstract": "Deforestation in the Amazon basin degrades not only the cleared land but also the hydrological function of adjacent intact forest. Here we combine 10 years of SMAP Level 4 root-zone soil moisture (9 km, 2015 to 2024) with Hansen Global Forest Change data (30 m) to quantify how proximity to deforestation edges affects soil moisture persistence in intact forest across the Amazon basin. We classify 32,011 intact forest cells into six distance bins ranging from edge-adjacent (0 to 9 km) to deep interior (greater than 144 km) and compute post-wet-season dry-down rates and e-folding residence times for each bin. We find a continuous, monotonic gradient: forest within 9 km of a substantial clearing (1 km squared or larger) dries eight times faster than forest more than 144 km from any edge (dry-down rate negative 0.024 versus negative 0.003 cubic metres per cubic metre per month; one-way ANOVA F equals 25.3, p less than 0.000001). The e-folding moisture residence time increases from 13.6 months at the edge to 56.8 months in the deep interior (Spearman rho equals 1.000 across all bins). In a complementary analysis with seven clearing-size bins, we show that the size of the nearest clearing independently predicts neighbor dry-down: forest adjacent to clearings exceeding 1000 km squared dries 46 percent faster than forest adjacent to clearings of 1 to 3 km squared (p equals 0.0004). A critical threshold emerges at approximately 10 km squared, where the largest single step in residence time occurs (17 percent reduction); below this size, effects are moderate, while above it, degradation saturates near the severe levels characteristic of the arc of deforestation. These results demonstrate that deforestation degrades the water-holding capacity of intact forest over distances two orders of magnitude greater than the 100 to 300 m microclimate edge effects documented by the Biological Dynamics of Forest Fragments Project. The findings imply that a restored forest patch must be large enough for its core to lie more than 70 km from any degraded boundary, setting a minimum viable diameter of approximately 150 km for hydrological self-sufficiency. This constraint has direct implications for the design of large-scale restoration programs in the Amazon.",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "deforestation"
                },
                {
                    "word": "edge effects"
                },
                {
                    "word": "soil moisture"
                },
                {
                    "word": "SMAP"
                },
                {
                    "word": "forest hydrology"
                },
                {
                    "word": "ecological restoration"
                },
                {
                    "word": "remote sensing"
                },
                {
                    "word": "amazon"
                }
            ],
            "date_submitted": "2026-05-22T10:48:15.101078+02:00",
            "date_accepted": "2026-05-22T13:08:10.269253+02:00",
            "date_published": "2026-05-22T13:07:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5RR3Z",
            "authors": [
                {
                    "pk": 110060,
                    "first_name": "Ali",
                    "middle_name": "",
                    "last_name": "Bin Shahid",
                    "salutation": "Mr",
                    "orcid": "0009-0003-9709-4241"
                }
            ],
            "subject": [
                {
                    "name": "Atmospheric Sciences"
                },
                {
                    "name": "Environmental Monitoring"
                },
                {
                    "name": "Forest Sciences"
                },
                {
                    "name": "Hydrology"
                }
            ],
            "files": [
                {
                    "original_filename": "Shahid_2026_edge_effects_amazon.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13141/download/23269/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13139,
            "title": "First Observational Evidence That Biological Giant CCN Control Urban Rainfall Character: A Natural Experiment from Islamabad's Paper Mulberry Removal",
            "abstract": "Modeling studies predict that biological aerosol, specifically pollen acting as giant cloud condensation nuclei (GCCN), can modify precipitation character by initiating collision-coalescence and warm rain in shallow cloud (Steiner et al., 2015; Wozniak et al., 2018; Paukert et al., 2025). No observational study has tested this prediction. We exploit a natural experiment, the removal of ~29,000 paper mulberry (Broussonetia papyrifera) trees from Islamabad, Pakistan, whose pollen (30,000–50,000 grains/m³, 3–4× the modeled effect threshold) dominated the March aerosol budget, to provide the first observational evidence that biological GCCN control the rainfall intensity distribution.\n\nWe derive discriminating predictions from four competing mechanisms: (H1) giant CCN loss, (H2) evapotranspiration decline, (H3) urban heat island intensification, and (H4) anthropogenic fine-aerosol increase. These four mechanisms predict different responses in the rainfall intensity distribution, a distinction not previously exploited in the urban precipitation literature. Six tests applied to the 23-year PMD pollen record (2003–2025) and 43 years of CHIRPS daily precipitation (1981–2023) yield unambiguous results: pollen correlates specifically with light rain days (0.2–5 mm; r=+0.507, p=0.014) but not with heavy rain days (&gt;20 mm; p=0.169), total precipitation (p=0.595), or mean rain intensity (p=0.760). The effect is confined to the March pollen season, tracks year-to-year pollen variability including a natural dip (2013–2016) and recovery (2017–2023) uncorrelated with canopy area or urbanization, and is absent from the adjacent control city (Rawalpindi, 15 km, same synoptic forcing). The giant CCN hypothesis (H1) passes all six tests. Evapotranspiration, urban heat, and aerosol shift hypotheses each fail multiple tests.\n\nThis constitutes the first observational validation of modeled bioaerosol-precipitation interactions, the first use of intensity partitioning to discriminate aerosol mechanisms in an urban setting, and the first resolution of the bidirectional pollen-rain confound that has obscured the giant-CCN signal in aerobiological data.",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "bioaerosol"
                },
                {
                    "word": "giant cloud condensation nuclei"
                },
                {
                    "word": "pollen"
                },
                {
                    "word": "precipitation"
                },
                {
                    "word": "aerosol-cloud interaction"
                },
                {
                    "word": "urban rainfall"
                },
                {
                    "word": "islamabad"
                }
            ],
            "date_submitted": "2026-05-22T10:04:02.023956+02:00",
            "date_accepted": "2026-05-22T13:00:18.798830+02:00",
            "date_published": "2026-05-22T13:00:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5WJ4H",
            "authors": [
                {
                    "pk": 110060,
                    "first_name": "Ali",
                    "middle_name": "",
                    "last_name": "Bin Shahid",
                    "salutation": "Mr",
                    "orcid": "0009-0003-9709-4241"
                }
            ],
            "subject": [
                {
                    "name": "Atmospheric Sciences"
                },
                {
                    "name": "Earth Sciences"
                },
                {
                    "name": "Hydrology"
                },
                {
                    "name": "Meteorology"
                }
            ],
            "files": [
                {
                    "original_filename": "shahid_2026_pollen_islamabad.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13139/download/23267/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13143,
            "title": "Characterization of Microplastics in Wastewater Treatment Plants and Filtration Using a Sand-Char Model",
            "abstract": "<p>The current study focused on detecting and removing microplastics (MPs) from wastewater using a low-cost filter. Microplastics are very small plastic pieces that pollute water and can harm both animals and people. For this study, water samples were collected from three treatment plants in Srinagar: Hariparbat STP, Laam STP, and Nishat WTP. The presence of microplastics was studied under stereo microscope, FTIR (Fourier Transform Infrared Spectroscopy), and SEM (Scanning Electron Microscopy). Common microplastic shapes found were cross-network microfibres, fibres, films, fragments, and foams. Hariparbat STP had the highest number of microplastics, followed by Laam STP and then Nishat WTP. Biological treatment was most effective in removing microplastics (91.93%), followed by chemical (65.10%) and physical stage (41.05%) in STPs; however, in WTP, maximum removal efficiency was shown by Physical Stage (69.28%) followed by chemical stage (49.62%). As Nishat WTP does not have a biological stage, it showed lower removal. The main microplastic polymers found were PET, PP, PE, PVC, LDPE, HDPE and PAN. Overall removal efficiency was highest in Hariparbat STP (99.7%), followed by Laam STP (97.66%) and Nishat WTP (84.52%). For removal, a low-cost filter was developed using sand, charcoal, and activated charcoal in different combinations. Among all filters tested, the sand-activated charcoal filter showed the highest removal efficiency (99.5%), followed by the sand-charcoal filter (99%) and the plain sand filter (97.16%). The sand-charcoal filter was the most affordable and effective for wider use in low-resource areas.</p>",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "Microplastics (MPs)"
                },
                {
                    "word": "Water Treatment Plant (WTP)"
                },
                {
                    "word": "Sewage Treatment Plant (STP)"
                },
                {
                    "word": "Stereomicroscopy"
                },
                {
                    "word": "Fourier Transform Infrared Spectroscopy (FTIR)"
                },
                {
                    "word": "Scanning Electron Microscopy (SEM)"
                },
                {
                    "word": "Low-cost Filtration"
                },
                {
                    "word": "Sand-Char Filter"
                }
            ],
            "date_submitted": "2026-05-22T11:19:47.287223+02:00",
            "date_accepted": "2026-05-22T13:15:57.324615+02:00",
            "date_published": "2026-05-22T13:15:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5N200",
            "authors": [
                {
                    "pk": 137971,
                    "first_name": "Naziya",
                    "middle_name": "",
                    "last_name": "Begum",
                    "salutation": "Ms",
                    "orcid": null
                },
                {
                    "pk": 137972,
                    "first_name": "Imtiyaz",
                    "middle_name": "Jahangir",
                    "last_name": "Khan",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Environmental Health and Protection"
                }
            ],
            "files": [
                {
                    "original_filename": "R. paper MP detection revised 13may.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13143/download/23272/"
                },
                {
                    "original_filename": "Binder1.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13143/download/23277/"
                },
                {
                    "original_filename": "MP_pdf.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13143/download/23281/"
                },
                {
                    "original_filename": "MP_pdf.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13143/download/23284/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13149,
            "title": "High Awareness, Limited Action: Explaining Attitudinal Barriers to Climate Mitigation in Academia",
            "abstract": "General support for climate action is widely expressed within academia and public research, with surveys consistently reporting exceptionally high levels of awareness and concern about the climate crisis. Yet, the implementation of mitigation policies in universities and research institutions remains limited.\nDrawing on a national survey of 4,688 academics and research personnel in France, we examine this apparent paradox and find that more than half express attitudinal barriers to climate action, including reluctance toward the inclusion of academia in mitigation efforts, opposition to institutional mitigation policies, and inconsistencies between stated support for mitigation and willingness to adopt corresponding changes in individual research practices.\nHigher perceived costs of academic mitigation actions—particularly their potential impacts on competitiveness and scientific visibility—are consistently associated with these barriers, along with lower agreement with degrowth as a response to environmental challenges. Such barriers are also more prevalent among senior male scientists with higher levels of mobility, particularly in physics, chemistry, and medical and health sciences.\nAcademia provides a critical context to examine how climate inaction can persist in the near absence of climate denial. Our findings suggest that moving from stated commitments to effective action requires addressing how climate policies interact with academic hierarchies and dominant models of productivity and recognition—an issue with direct implications for the design of mitigation policies within research institutions.",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "Academic carbon footprint"
                },
                {
                    "word": " Climate action"
                },
                {
                    "word": " Ecological transition"
                },
                {
                    "word": " Climate delay discourses"
                }
            ],
            "date_submitted": "2026-05-22T23:00:23.220186+02:00",
            "date_accepted": "2026-05-23T15:47:06.503366+02:00",
            "date_published": "2026-05-23T15:47:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5420B",
            "authors": [
                {
                    "pk": 28632,
                    "first_name": "Tamara",
                    "middle_name": "",
                    "last_name": "Ben Ari",
                    "salutation": "Dr",
                    "orcid": null
                },
                {
                    "pk": 138030,
                    "first_name": "Julien",
                    "middle_name": "",
                    "last_name": "Troiville",
                    "salutation": "",
                    "orcid": "0000-0002-8139-0746"
                },
                {
                    "pk": 138031,
                    "first_name": "Lydiane",
                    "middle_name": "",
                    "last_name": "Agier",
                    "salutation": "",
                    "orcid": "0000-0001-7242-2737"
                }
            ],
            "subject": [
                {
                    "name": "Higher Education"
                }
            ],
            "files": [
                {
                    "original_filename": "PCLM-D-26-00259.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13149/download/23290/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13159,
            "title": "Emerging links between Greenland ice melt, Euro-Mediterranean heat extremes, and destructive convective storms",
            "abstract": "Greenland ice loss is accelerating, but its consequences beyond sea-level rise remain poorly understood. At the same time, the Euro-Mediterranean region is facing unprecedented summer climate extremes where the underlying mechanisms have been long debated. Here we present the first evidence of a far-reaching cascading mechanism by which Greenland ice sheet melting acts as a major forcing of hemispheric-scale, spring-summer atmospheric circulation shifts with potential high-impact effects. This has already exacerbated record-breaking and catastrophic western Euro-Mediterranean climate events, and has taken part in its accelerated warming trend relative to the global mean. Using reanalysis data, a high-resolution climate model ensemble, and process-based diagnostics, we demonstrate that these processes have contributed to recent European atmospheric heatwaves with severe socioeconomic and human impacts, marine heatwaves causing mass mortality events, and extreme convective storms such as the historic Mediterranean derecho that led to serious destruction and loss of human lives. These links situate the mechanism within the broader Earth system and points out anthropogenic climate change as a likely forcing, suggesting that cascading impacts will intensify as ice loss accelerates. We also find that CMIP6 models cannot simulate the cascading mechanism, most likely because of their inability to simulate localised freshwater influx correctly, thus indicating that current projections of future climate may be underestimating these impacts. Our findings thus point out Greenland melting as a previously unreported major driver of spring-summer large-scale circulation changes, with potential for a systemic amplification of long-range regional climate hazards. These hazards include confirmed profound socioeconomic, human and ecological consequences with unforeseeable future effects. Thus, incorporating these processes is essential for forecasts systems, Earth system models, and long-term projections, posing a significant gap in our ability to project future risk and representing a major step towards effective early-warning and mitigation strategies.",
            "license": {
                "name": "CC-By Attribution-NonCommercial-NoDerivatives 4.0 International",
                "short_name": "CC BY-NC-ND 4.0",
                "text": "Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nNonCommercial means not primarily intended for or directed towards commercial advantage or monetary compensation. For purposes of this Public License, the exchange of the Licensed Material for other material subject to Copyright and Similar Rights by digital file-sharing or similar means is NonCommercial provided there is no payment of monetary compensation in connection with the exchange.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part, for NonCommercial purposes only; and\r\nproduce and reproduce, but not Share, Adapted Material for NonCommercial purposes only.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties, including when the Licensed Material is used other than for NonCommercial purposes.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material, You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nFor the avoidance of doubt, You do not have permission under this Public License to Share Adapted Material.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database for NonCommercial purposes only and provided You do not Share Adapted Material;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "#Grenland"
                },
                {
                    "word": "#melting"
                },
                {
                    "word": "#runoff"
                },
                {
                    "word": "#heatwaves"
                },
                {
                    "word": "#marineheatwaves"
                },
                {
                    "word": "#convectivestorms"
                },
                {
                    "word": "#coldblob"
                },
                {
                    "word": "#Europe"
                },
                {
                    "word": "#Mediterranean"
                }
            ],
            "date_submitted": "2026-05-23T11:39:17.992028+02:00",
            "date_accepted": "2026-05-23T15:50:34.058962+02:00",
            "date_published": "2026-05-23T15:50:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5QR3N",
            "authors": [
                {
                    "pk": 137324,
                    "first_name": "Juan Jesús",
                    "middle_name": "",
                    "last_name": "González-Alemán",
                    "salutation": "Dr",
                    "orcid": "0000-0001-5940-7356"
                },
                {
                    "pk": 138055,
                    "first_name": "Marilena",
                    "middle_name": "",
                    "last_name": "Oltmanns",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138056,
                    "first_name": "Sergi",
                    "middle_name": "",
                    "last_name": "Gonzalez-Herrero",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 26196,
                    "first_name": "Markus",
                    "middle_name": "G.",
                    "last_name": "Donat",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138057,
                    "first_name": "Frederic",
                    "middle_name": "",
                    "last_name": "Vitart",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 136663,
                    "first_name": "Franscisco",
                    "middle_name": "",
                    "last_name": "Doblas Reyes",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138058,
                    "first_name": "David",
                    "middle_name": "",
                    "last_name": "Barriopedro",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138059,
                    "first_name": "Jacopo",
                    "middle_name": "",
                    "last_name": "Riboldi",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138060,
                    "first_name": "Carlos",
                    "middle_name": "",
                    "last_name": "Calvo-Sancho",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 86029,
                    "first_name": "Bernat",
                    "middle_name": "",
                    "last_name": "Jiménez-Esteve",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138061,
                    "first_name": "Pep",
                    "middle_name": "",
                    "last_name": "Cos",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 74330,
                    "first_name": "Michael",
                    "middle_name": "",
                    "last_name": "Wehner",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Physical Sciences and Mathematics"
                }
            ],
            "files": [
                {
                    "original_filename": "Main_Text_EarthArXiv.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13159/download/23295/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13150,
            "title": "When Fiction Reflects Fiction: Contrarian Views of Climate Change in Popular Entertainment TV & Films",
            "abstract": "Climate contrarian discourse permeates a wide range of media outlets, including popular entertainment television shows and films. This study identifies and quantifies the frequency of these views within a large global corpus of entertainment scripts derived from film and television subtitles (N = 223,782). Additionally, drawing on a discourse studies perspective, we evaluate the performance of a Large Language Model (LLM) designed to detect and classify climate contrarian claims. Our findings reveal that climate change is occasionally referenced in entertainment films and TV shows, and contrarian views are a minority; most mentions contain a pro-climate orientation, followed by incidental references that remain ambiguous regarding a clear view, reflecting a growing willingness to engage with the topic. In general, pro-climate views significantly outweigh contrarian views, which are rarely isolated; they mostly appear alongside pro-climate claims, are disqualified, mocked, or sarcastically expressed. This research contributes to understanding the presence and discursive nature of climate change views in mainstream entertainment media and begins to examine how entertainment content reflects possible beliefs and attitudes. We encourage further research into how entertainment media creatives perceive and decide whether to include these representations, as well as their motivations and the potential implications of the visibility of climate-related themes in popular culture.",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "climate discourse"
                },
                {
                    "word": "entertainment media"
                },
                {
                    "word": " film & television"
                },
                {
                    "word": "text Analysis"
                },
                {
                    "word": "large Language models (LLMs)"
                },
                {
                    "word": "discourse analysis"
                },
                {
                    "word": "climate communication"
                },
                {
                    "word": "popular culture"
                }
            ],
            "date_submitted": "2026-05-22T23:00:24.159653+02:00",
            "date_accepted": "2026-05-23T15:42:09.948628+02:00",
            "date_published": "2026-05-23T15:42:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X57R2X",
            "authors": [
                {
                    "pk": 138032,
                    "first_name": "Francisco",
                    "middle_name": "",
                    "last_name": "Gonzalez",
                    "salutation": "",
                    "orcid": "0000-0002-9110-6307"
                },
                {
                    "pk": 138033,
                    "first_name": "Chico",
                    "middle_name": "",
                    "last_name": "Camargo",
                    "salutation": "",
                    "orcid": "0000-0002-2947-765X"
                }
            ],
            "subject": [
                {
                    "name": "Environmental Studies"
                }
            ],
            "files": [
                {
                    "original_filename": "PCLM-D-26-00262.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13150/download/23291/"
                }
            ],
            "supplementary_files": [
                {
                    "url": "https://doi.org/10.5281/zenodo.20293318",
                    "label": "Public data"
                },
                {
                    "url": "https://github.com/FGonzalez-ac/FilmTV-Contrarian-Data",
                    "label": "Public data"
                }
            ]
        },
        {
            "pk": 13161,
            "title": "Agricultural drought monitoring with Sentinel-1 Cross-Ratio in heterogeneous tropical agriculture: a Mozambique case study",
            "abstract": "Agricultural drought monitoring is essential for food security in tropical regions where rain-fed agriculture predominates. Operational early warning systems rely primarily on optical vegetation indices, but cloud cover limits their usability during critical growing periods. SAR satellites can observe through clouds, yet their adoption in agricultural drought monitoring remains limited. This study evaluates Sentinel-1 CR, a SAR-based vegetation indicator sensitive to crop water content and canopy structure, for drought monitoring across six districts in central and southern Mozambique. Using data from 2019 to 2024, we track drought propagation from precipitation (CHIRPS) through soil moisture (ASCAT) to vegetation response (CR and NDVI). Results show that CR correlates positively with NDVI over cropland, and that vegetation response corresponds more closely with soil moisture than with precipitation across most land cover types, though shrubland shows stronger precipitation dependence, indicating land-cover-specific pathways. CR captured the 2019/2020 El Niño drought and subsequent recovery across all districts. However, CR interpretation depends on land cover composition: cropland-dominated areas show clear seasonal patterns enabling anomaly-based drought detection, while heterogeneous cropland-forest/shrub mosaics typical of rain-fed systems require land cover stratified analysis at high resolution to isolate cropland-specific responses. These findings demonstrate that SAR-based vegetation monitoring can complement optical approaches for drought early warning in cloud-prone tropical regions.",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "Sentinel-1"
                },
                {
                    "word": "Cross Ratio"
                },
                {
                    "word": "NDVI"
                },
                {
                    "word": "dense vegetation"
                },
                {
                    "word": "rain-fed systems"
                },
                {
                    "word": "agricultural drought"
                }
            ],
            "date_submitted": "2026-05-23T19:52:48.361340+02:00",
            "date_accepted": "2026-05-23T20:35:33.442196+02:00",
            "date_published": "2026-05-23T20:35:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5G786",
            "authors": [
                {
                    "pk": 135582,
                    "first_name": "Carina",
                    "middle_name": "",
                    "last_name": "Villegas-Lituma",
                    "salutation": "Miss",
                    "orcid": "0009-0005-2118-7358"
                },
                {
                    "pk": 138065,
                    "first_name": "Mariette",
                    "middle_name": "",
                    "last_name": "Vreugdenhil",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138066,
                    "first_name": "Samuel",
                    "middle_name": "",
                    "last_name": "Massart",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138067,
                    "first_name": "Ignacio",
                    "middle_name": "",
                    "last_name": "Borlaf-Menal",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 135104,
                    "first_name": "Bernhard",
                    "middle_name": "",
                    "last_name": "Raml",
                    "salutation": "",
                    "orcid": "0000-0002-5357-0344"
                },
                {
                    "pk": 138068,
                    "first_name": "Rafael Rogério",
                    "middle_name": "",
                    "last_name": "Borguete",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 132267,
                    "first_name": "Wolfgang",
                    "middle_name": "",
                    "last_name": "Wagner",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Agriculture"
                },
                {
                    "name": "Environmental Monitoring"
                }
            ],
            "files": [
                {
                    "original_filename": "Preprint.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13161/download/23300/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 12832,
            "title": "When irrigation cannot keep pace: aridification, crop composition, and the spatial concentration of agricultural water use efficiency decline in central Chile",
            "abstract": "<p>Water scarcity under sustained aridification is among the most consequential threats to agriculture in Mediterranean-climate regions. Central Chile's ongoing megadrought (~2010-present), characterized by persistent precipitation deficits and intensified atmospheric evaporative demand-provides a natural experiment for examining how agricultural water use efficiency (WUE) responds to prolonged climatic stress. Using remotely sensed estimates of net primary production (NPP) and evapotranspiration (ET) across the 76 agricultural watersheds (2001-2020), we characterize WUE dynamics along multiple dimensions of aridification and assess the role of crop composition in modulating watershed-scale sensitivity. Contrary to expectations that technological adaptation might buffer efficiency outcomes, we find a persistent, spatially coherent decline in agricultural WUE across much of central Chile, with structural break points clustering near 2010 in coincidence with megadrought onset. Hydroclimatic pressures-particularly reduced water availability and elevated atmospheric demand-appear to have outweighed any efficiency gains from improved irrigation practices, suggesting that under sustained drought, water and energy limitations constrain agricultural productivity at regional scales beyond the reach of field-level adaptation. Precipitation deficit was the dominant aridification signal explaining WUE variability, with atmospheric demand contributing modest independent explanatory power. Crop composition explained more than half of the spatial variance in drought sensitivity, with cereal-dominated systems showing lower WUE-SPEI sensitivity relative to forage systems, while irrigated area share was positively associated with drought sensitivity. These results challenge the assumption that irrigation efficiency improvements can adequately buffer agriculture against intensifying hydroclimatic stress, and underscore the need for water governance frameworks that operate at the landscape and regional scale.</p>",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "water use efficiency"
                },
                {
                    "word": " megadrought"
                },
                {
                    "word": " aridification"
                },
                {
                    "word": " SPEI"
                },
                {
                    "word": " Chile"
                },
                {
                    "word": " NPP/ET"
                },
                {
                    "word": " crop composition"
                }
            ],
            "date_submitted": "2026-04-29T18:58:30.823238+02:00",
            "date_accepted": "2026-05-01T01:46:33.242763+02:00",
            "date_published": "2026-05-01T01:46:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5QF59",
            "authors": [
                {
                    "pk": 55386,
                    "first_name": "Francisco",
                    "middle_name": "",
                    "last_name": "Zambrano",
                    "salutation": "Mr",
                    "orcid": "0000-0001-6896-8534"
                },
                {
                    "pk": 55389,
                    "first_name": "Francisco",
                    "middle_name": "",
                    "last_name": "Fernández",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 136227,
                    "first_name": "María",
                    "middle_name": "",
                    "last_name": "Molinos-Senante",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Bioresource and Agricultural Engineering"
                }
            ],
            "files": [
                {
                    "original_filename": "manuscript.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/12832/download/22778/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 10120,
            "title": "A meta-analysis of the agronomic benefits of silicate rock powders in Brazil in the context of a novel classification",
            "abstract": "<p>Brazil has emerged as a global leader in the use of silicate agrominerals (ASi), silicate-rich rock powders that supply plant nutrients and improve soil properties. These materials could advance low-cost soil-sustaining crop production, particularly in the deeply weathered and nutrient-depleted soils of the tropics. However, the research landscape remains fragmented, and there is currently no quantitative synthesis of tropical ASi  assessments. We address this gap by synthesising 54 Brazilian crop trials through a meta-analysis structured around a recently proposed ASi classification. Pooled across all classes, ASi delivered significant (p&lt;0.01) gains in grain yield (+33%), aboveground biomass (+42%), exchangeable Ca (+38%), Mg (+35%) and K (+19%), soil pH (+4%), and P (+80%), confirming ASi as a robust multi-nutrient amendment for highly weathered tropical soils. The novel classification could empirically discriminate among the agronomic effects of the ASi classes. A conservative single-season economic analysis shows that basalt and phonolite powder can achieve a breakeven under real field conditions at moderate doses. We recommend minimum requirements for standardised methodologies and suggest real-world research designs to support broader ASi adoption. Our findings offer valuable insights for scaling the usage of ASi across tropical agricultural systems worldwide, contributing to sustainable food production and climate resilience. </p>",
            "license": {
                "name": "No Creative Commons license",
                "short_name": "No CC license",
                "text": "This option allows you to opt out of adding a Creative Commons license to your submission.",
                "url": "https://escholarship.org"
            },
            "keywords": [
                {
                    "word": "agrominerals"
                },
                {
                    "word": " soil remineralizers"
                },
                {
                    "word": " enhanced rock weathering"
                },
                {
                    "word": " rock powder"
                },
                {
                    "word": " soil health"
                },
                {
                    "word": " Agriculture"
                },
                {
                    "word": " fertilizer"
                }
            ],
            "date_submitted": "2025-09-03T13:24:16.209000+02:00",
            "date_accepted": "2025-09-03T23:31:33.999000+02:00",
            "date_published": "2025-09-03T04:53:00+02:00",
            "doi": "https://doi.org/10.31223/X5JJ18",
            "preprint_doi": "10.31223/X5JJ18",
            "authors": [
                {
                    "pk": 35484,
                    "first_name": "Philipp",
                    "middle_name": "",
                    "last_name": "Swoboda",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 119260,
                    "first_name": "Eder",
                    "middle_name": "de Souza",
                    "last_name": "Martins",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 119261,
                    "first_name": "Gisele",
                    "middle_name": "Freitas",
                    "last_name": "Vilela",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 119263,
                    "first_name": "Luis",
                    "middle_name": "",
                    "last_name": "Ferreira",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 119262,
                    "first_name": "Carlos",
                    "middle_name": "Augusto",
                    "last_name": "Posser Silveira",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 119266,
                    "first_name": "Giuliano",
                    "middle_name": "",
                    "last_name": "Marchi",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 119267,
                    "first_name": "Mariane",
                    "middle_name": "",
                    "last_name": "Chiapini",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 119265,
                    "first_name": "Marcella",
                    "middle_name": "",
                    "last_name": "Daubermann",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 119264,
                    "first_name": "Mayra",
                    "middle_name": "Maniero",
                    "last_name": "Rodrigues",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 35479,
                    "first_name": "Matthew",
                    "middle_name": "Oliver",
                    "last_name": "Clarkson",
                    "salutation": "Dr",
                    "orcid": null
                },
                {
                    "pk": 119268,
                    "first_name": "Junyao",
                    "middle_name": "",
                    "last_name": "Kang",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 119269,
                    "first_name": "Veronica",
                    "middle_name": "",
                    "last_name": "Furey",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 106640,
                    "first_name": "David",
                    "middle_name": "",
                    "last_name": "Manning",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 35483,
                    "first_name": "Christina",
                    "middle_name": "",
                    "last_name": "Larkin",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Agriculture"
                },
                {
                    "name": "Food Science"
                },
                {
                    "name": "Plant Sciences"
                }
            ],
            "files": [
                {
                    "original_filename": "EarthArXiv_Swoboda_2025_Silicate rock powders in Brazil_1.2.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/10120/download/18726/"
                },
                {
                    "original_filename": "EarthArXiv_Swoboda_Silicate rock powders_v1.2.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/10120/download/18913/"
                },
                {
                    "original_filename": "EarthArXiv_meta-analysis_Brazil_rock powder.docx.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/10120/download/23305/"
                }
            ],
            "supplementary_files": [
                {
                    "url": "https://zenodo.org/records/17046176",
                    "label": "Supplementary File"
                }
            ]
        },
        {
            "pk": 13173,
            "title": "Post-glacial sedimentary evolution and stratigraphy of the shallow offshore areas of the Shetland Islands (UK)",
            "abstract": "We present a high-resolution seismic–sedimentological reconstruction of post-glacial sedimentation in three shallow offshore basins around the Shetland Islands (Dury Voe, Colgrave Sound/Basta Voe, and Yell Sound), based on integrated multibeam bathymetry, sub-bottom profiler data, and 77 vibrocores supported by radiocarbon dating.\nSediment distribution is strongly controlled by inherited bedrock morphology, with post-glacial deposits preferentially accumulating in overdeepened sub-basins, while intervening highs remain sediment-starved. The stratigraphic successions consistently record four stages: (i) a pre-marine substrate of bedrock locally overlain by glacial or glaciofluvial deposits; (ii) early post-glacial infill formed under low-energy, restricted conditions (fluvial, lacustrine to estuarine/lagoonal); (iii) a transitional phase linked to early Holocene marine transgression and increasing hydrodynamic influence; and (iv) an upper unit dominated by sand-rich, current-influenced marine deposits forming laterally extensive mounded drift geometries.\nHigh-amplitude, laterally continuous seismic units with sharp erosional bases and shell-rich, poorly sorted lithologies record regionally extensive extreme-wave events. Radiocarbon ages constrain the most prominent deposit to ca. 8.15 ka cal BP, enabling correlation with the Storegga Slide tsunami across offshore and nearshore settings. A younger event dated to ca. 1.5 ka cal BP is identified in Dury Voe and correlates with late Holocene onshore tsunami records in Shetland.\nThese results demonstrate that shallow voes preserve a coherent post-glacial stratigraphic framework, bridging offshore and onshore records, and provide new constraints on relative sea-level change and hydrodynamic reorganisation following marine transgression in formerly glaciated coastal systems.",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "Post-glacial evolution"
                },
                {
                    "word": "Seismic stratigraphy"
                },
                {
                    "word": "Shallow offshore basins"
                },
                {
                    "word": "Shetland Islands"
                },
                {
                    "word": "extreme wave event deposit"
                },
                {
                    "word": "Storegga"
                }
            ],
            "date_submitted": "2026-05-25T13:18:32.484122+02:00",
            "date_accepted": "2026-05-25T20:42:23.949224+02:00",
            "date_published": "2026-05-25T20:42:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X53201",
            "authors": [
                {
                    "pk": 138132,
                    "first_name": "Rikza",
                    "middle_name": "",
                    "last_name": "An Nahar",
                    "salutation": "Mr",
                    "orcid": "0000-0002-0478-3773"
                },
                {
                    "pk": 138137,
                    "first_name": "Maarten",
                    "middle_name": "",
                    "last_name": "Van Daele",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138138,
                    "first_name": "Pedro",
                    "middle_name": "",
                    "last_name": "Costa",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 128256,
                    "first_name": "Max",
                    "middle_name": "",
                    "last_name": "Engel",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 135494,
                    "first_name": "Sue",
                    "middle_name": "",
                    "last_name": "Dawson",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138139,
                    "first_name": "Juliane",
                    "middle_name": "",
                    "last_name": "Scheder",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138140,
                    "first_name": "Thomas",
                    "middle_name": "",
                    "last_name": "Goovaerts",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138141,
                    "first_name": "Vanessa",
                    "middle_name": "",
                    "last_name": "Heyvaert",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138142,
                    "first_name": "Marc",
                    "middle_name": "",
                    "last_name": "De Batist",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Earth Sciences"
                },
                {
                    "name": "Geology"
                },
                {
                    "name": "Geophysics and Seismology"
                },
                {
                    "name": "Sedimentology"
                },
                {
                    "name": "Stratigraphy"
                }
            ],
            "files": [
                {
                    "original_filename": "PrePrint_Manuscript_OffshoreStratigraphyShetland__EarthArXiv.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13173/download/23313/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 9714,
            "title": "Navigating Rising Waters: Applying Protection Motivation Theory to Communities Facing Recurrent Flooding along the Shunganunga Creek",
            "abstract": "<p>Floodplain communities face persistent and compounding challenges as climate change and urban development increase the frequency and severity of flooding events. This case study examines how residents living near the Shunganunga Creek floodplain in Topeka, Kansas, perceive recurring flood risks and respond to current communication strategies. Using 11 semi-structured interviews analyzed through reflexive thematic analysis, we identified four major themes shaping risk perception: socioeconomic inequities, proximity and lived experience, competing hazards, and community dynamics. We then applied Protection Motivation Theory to evaluate how threat and coping appraisals shape residents’ ability and willingness to take protective action. Findings reveal that residents often recognize flood risk but lack confidence in their ability to respond effectively, citing financial, informational, and emotional barriers. We argue that existing flood messaging, such as the “Turn Around, Don’t Drown®” campaign, does not adequately address the realities of highly vulnerable floodplain populations. We recommend community-driven, locally tailored communication that builds trust, strengthens coping efficacy, and leverages existing social networks to enhance preparedness. These insights offer practical pathways for refining flood risk communication in urban floodplains and emphasize the broader need for communication strategies that adapt to evolving climate risks.</p>",
            "license": {
                "name": "CC-By Attribution-NonCommercial-NoDerivatives 4.0 International",
                "short_name": "CC BY-NC-ND 4.0",
                "text": "Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nNonCommercial means not primarily intended for or directed towards commercial advantage or monetary compensation. For purposes of this Public License, the exchange of the Licensed Material for other material subject to Copyright and Similar Rights by digital file-sharing or similar means is NonCommercial provided there is no payment of monetary compensation in connection with the exchange.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part, for NonCommercial purposes only; and\r\nproduce and reproduce, but not Share, Adapted Material for NonCommercial purposes only.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties, including when the Licensed Material is used other than for NonCommercial purposes.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material, You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nFor the avoidance of doubt, You do not have permission under this Public License to Share Adapted Material.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database for NonCommercial purposes only and provided You do not Share Adapted Material;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "flooding"
                },
                {
                    "word": "Risk Perception"
                },
                {
                    "word": "floodplain"
                },
                {
                    "word": "Communication"
                },
                {
                    "word": "protection motivation theory"
                }
            ],
            "date_submitted": "2025-07-23T21:03:50.904000+02:00",
            "date_accepted": "2025-07-25T01:18:56.874000+02:00",
            "date_published": "2025-07-25T01:18:00+02:00",
            "doi": "https://doi.org/10.1175/WCAS-D-25-0121.1",
            "preprint_doi": "10.31223/X51B2X",
            "authors": [
                {
                    "pk": 112110,
                    "first_name": "Zoe",
                    "middle_name": "N.",
                    "last_name": "Caryl",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 16265,
                    "first_name": "Joseph",
                    "middle_name": "E.",
                    "last_name": "Trujillo-Falcón",
                    "salutation": "",
                    "orcid": "0000-0003-2399-5234"
                },
                {
                    "pk": 112111,
                    "first_name": "Kelvin",
                    "middle_name": "K.",
                    "last_name": "Droegemeier",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Atmospheric Sciences"
                },
                {
                    "name": "Environmental Studies"
                },
                {
                    "name": "Meteorology"
                },
                {
                    "name": "Social and Behavioral Sciences"
                }
            ],
            "files": [
                {
                    "original_filename": "2025_Preprint_Flooding.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/9714/download/18068/"
                },
                {
                    "original_filename": "2025_Preprint_Flooding.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/9714/download/18069/"
                },
                {
                    "original_filename": "wcas-WCAS-D-25-0121.1 (2).pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/9714/download/23319/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13174,
            "title": "AI–Based Classification of Coffee Leaf Rust from Leaf Images in Smallholder Kenyan Farms",
            "abstract": "<p>Coffee leaf rust (CLR), caused by Hemileia vastatrix, remains a major threat to smallholder coffee production, yet access to timely and actionable disease risk information is limited. This study developed and compared machine learning models for predicting CLR incidence using plot-level data from 9,850 observations collected across six Arabica-producing counties in Kenya between 2018 and 2023. The dataset included microclimatic variables (relative humidity, temperature, precipitation, and leaf wetness duration), spatial variables (elevation, distance to infected farms, and NDVI), and agronomic variables (coffee variety, plant age, shade cover, fungicide use, and outbreak history). After preprocessing and addressing class imbalance (36.1% CLR-positive) using SMOTE, we trained and evaluated logistic regression, random forest, XGBoost, support vector machine, and artificial neural network models. Logistic regression achieved the highest discriminative performance (area under the receiver operating characteristic curve, AUC = 0.872) and the best calibration (Brier score = 0.148). XGBoost achieved comparable predictive performance (AUC = 0.845) and better representation of non-linear threshold effects. Across models, leaf wetness duration (odds ratio, OR = 3.21 per hour), relative humidity (OR = 2.75 per percentage point), and distance to the nearest infected farm (OR = 0.51 per km) were the most influential predictors of CLR incidence. SHapley Additive exPlanations (SHAP) identified clear non-linear thresholds, indicating that CLR risk increases sharply when relative humidity exceeds 80% or when leaf wetness duration exceeds 12 hours per day. Scalability analysis showed that logistic regression and XGBoost are computationally efficient, with model sizes below 2 MB and inference latencies under 2 ms per sample on a standard CPU. These characteristics make both models suitable for deployment on low-cost smartphones for real-time prediction.</p>",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "Coffee leaf rust"
                },
                {
                    "word": "Machine learning"
                },
                {
                    "word": "Plant disease classification"
                },
                {
                    "word": "Smallholder farming systems"
                }
            ],
            "date_submitted": "2026-05-25T20:33:03.707783+02:00",
            "date_accepted": "2026-05-26T14:59:50.303370+02:00",
            "date_published": "2026-05-26T14:59:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5ZB6T",
            "authors": [
                {
                    "pk": 122782,
                    "first_name": "Maurice",
                    "middle_name": "",
                    "last_name": "Wanyonyi",
                    "salutation": "",
                    "orcid": "0000-0002-5894-2549"
                }
            ],
            "subject": [
                {
                    "name": "Life Sciences"
                }
            ],
            "files": [
                {
                    "original_filename": "AI Paper.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13174/download/23315/"
                },
                {
                    "original_filename": "AI Paper.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13174/download/23318/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 10687,
            "title": "Local Prediction of Temperate Forest Structure in Eastern North America Using LiDAR, Radar, and Optical Data",
            "abstract": "<p>Forest structure underpins the emergence of ecological patterns and processes yet remains costly to measure directly at broad scales. NASA’s Global Ecosystem Dynamics Investigation (GEDI) mission provides three-dimensional LiDAR measurements at discrete footprints, leaving spatial gaps that complicate wall-to-wall mapping. Few studies have produced high-resolution, broad-extent predictions of multiple GEDI-derived metrics while explicitly accounting for spatial nonstationarity in predictor–response relationships. We addressed this gap by developing a local modeling framework to predict 11 GEDI-based structural metrics at 30-m resolution across temperate broadleaf and mixed forests of eastern North America (1.17 million km<sup>2</sup>) for 2019–2022. Using Google Earth Engine, we first integrated Landsat and Sentinel-2 multispectral imagery, Sentinel-1 synthetic aperture radar, and auxiliary variables (topography, land cover, leaf traits, and soil properties) to derive 93 environmental covariates. We then partitioned the study area into 1,693 overlapping tiles of 60 km by 60 km each, trained tile-specific random forest (RF) models, and mosaiced tile-level predictions to the full region using distance- and performance-based weights. Local tile-specific predictions of the 11 metrics correlated well with GEDI measurements (Pearson’s <em>r</em> &gt; 0.65). Assessments with independent test data showed that median R<sup>2</sup> of local models exceeded 0.4 for seven metrics, with canopy height and canopy cover both reaching 0.63. The most important predictors included Sentinel-2, topography, and Landsat, identified in at least 69.6% of local RF models. Compared with global full-region models, local models performed better in 56.7% of cases overall, with stronger gains in more heterogeneous tiles and in settings where global models performed relatively poorly. Our results show that, despite overall moderate predictive performance, integrating spaceborne LiDAR with multisource environmental covariates in a local modeling framework can generate continuous, fine-resolution predictions of forest structure across broad geographic regions.</p>",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "GEDI"
                },
                {
                    "word": "LiDAR"
                },
                {
                    "word": "Vegetation Structure"
                },
                {
                    "word": "temperate forest"
                },
                {
                    "word": "Eastern North America"
                },
                {
                    "word": "local modeling"
                },
                {
                    "word": "machine learning"
                }
            ],
            "date_submitted": "2025-10-30T22:04:19.426000+01:00",
            "date_accepted": "2025-10-30T22:50:48.146000+01:00",
            "date_published": "2025-10-30T22:50:00+01:00",
            "doi": "https://doi.org/10.1088/2515-7620/ae718d",
            "preprint_doi": "10.31223/X5ZR0P",
            "authors": [
                {
                    "pk": 122504,
                    "first_name": "Chenyang",
                    "middle_name": "",
                    "last_name": "Wei",
                    "salutation": "Dr",
                    "orcid": null
                },
                {
                    "pk": 122832,
                    "first_name": "Colin",
                    "middle_name": "",
                    "last_name": "Sweeney",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 122835,
                    "first_name": "Trevor",
                    "middle_name": "",
                    "last_name": "Roberts",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 122833,
                    "first_name": "Hikaru",
                    "middle_name": "",
                    "last_name": "Keebler",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 122836,
                    "first_name": "Daniel",
                    "middle_name": "",
                    "last_name": "Fink",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 122834,
                    "first_name": "Benjamin",
                    "middle_name": "",
                    "last_name": "Zuckerberg",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 48124,
                    "first_name": "Marta",
                    "middle_name": "A.",
                    "last_name": "Jarzyna",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 122830,
                    "first_name": "Kaiguang",
                    "middle_name": "",
                    "last_name": "Zhao",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Other Forestry and Forest Sciences"
                },
                {
                    "name": "Terrestrial and Aquatic Ecology"
                }
            ],
            "files": [
                {
                    "original_filename": "EarthArXiv Preprint_20251030.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/10687/download/19621/"
                }
            ],
            "supplementary_files": [
                {
                    "url": "https://lidar-birds.projects.earthengine.app/view/gifts",
                    "label": "Interactive Web Application"
                }
            ]
        },
        {
            "pk": 13188,
            "title": "Rapid quantification of fluorescent micro- and nanoplastics (≤2 μm) in soil",
            "abstract": "Micro- and nanoplastics (MNP) pose an emerging threat to soil ecosystems, with particular concern for small MNP (≤10 µm). Although small fluorescent MNP are widely used to track MNP distribution and transport in aquatic environments and organisms, analyses of small fluorescent MNP in soil remain qualitative. Here, we present the first direct quantification approach for MNP ≤2 μm in soil using fluorescence microscopy, with recoveries calculated from fluorescence area ratios between MNP in filtered soil suspensions and pure water. Direct detection yielded rapid and reliable quantification with recovery rates (49.1–53.1%) comparable to magnetic separation (60.4–61.7%) and about 7 times higher than conventional separation (6.8–7.5%). We established a robust calibration line (R² = 0.988) converting fluorescence area ratios to MP concentrations across a wide range (0.01–1000 mg/kg) in loamy sand, with systematic underestimation corrected through linear calibration. Under more realistic conditions (MP mixed with larger amounts of soil and incubated for 15 d), quantification yielded an average symmetric mean absolute percentage error ranging from 15% to 39%. The calibration curve was applicable across diverse soil types (R²= 0.979-0.998) and MNP sizes down to 500 nm (R²=0.961). This direct detection method provides a highly efficient, robust tool to advance mechanistic understanding of MNP behaviour and environmental hazards in soils.",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "fluorescent labelling"
                },
                {
                    "word": "magnetic extraction"
                },
                {
                    "word": "soil."
                },
                {
                    "word": "Microplastic and nanoplastic detection"
                },
                {
                    "word": "soil"
                }
            ],
            "date_submitted": "2026-05-26T22:33:50.997166+02:00",
            "date_accepted": "2026-05-27T02:24:30.146970+02:00",
            "date_published": "2026-05-27T02:24:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5PV1M",
            "authors": [
                {
                    "pk": 138173,
                    "first_name": "Yin",
                    "middle_name": "",
                    "last_name": "Liu",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 14561,
                    "first_name": "Junwei",
                    "middle_name": "",
                    "last_name": "Hu",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138174,
                    "first_name": "Patria Novita",
                    "middle_name": "",
                    "last_name": "Kusumawardani",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138175,
                    "first_name": "Stanislav",
                    "middle_name": "",
                    "last_name": "Perevoschikov",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138176,
                    "first_name": "Cao",
                    "middle_name": "",
                    "last_name": "Lin",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138177,
                    "first_name": "Shen",
                    "middle_name": "",
                    "last_name": "Seselle",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 14562,
                    "first_name": "Steven",
                    "middle_name": "",
                    "last_name": "Sleutel",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 138178,
                    "first_name": "Richard",
                    "middle_name": "",
                    "last_name": "Hoogenboom",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 14564,
                    "first_name": "Andre",
                    "middle_name": "",
                    "last_name": "Skirtach",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 14558,
                    "first_name": "Stefaan",
                    "middle_name": "",
                    "last_name": "De Neve",
                    "salutation": "Mr",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Environmental Monitoring"
                },
                {
                    "name": "Life Sciences"
                },
                {
                    "name": "Soil Science"
                }
            ],
            "files": [
                {
                    "original_filename": "Manuscript.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13188/download/23332/"
                },
                {
                    "original_filename": "Supplementary Information.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13188/download/23333/"
                },
                {
                    "original_filename": "Manuscript.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13188/download/23334/"
                },
                {
                    "original_filename": "Manuscript.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13188/download/23335/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13202,
            "title": "Development and Evaluation of the High-Resolution MUSICA UK Domain: A Case Study of Global and Regional Biomass Burning Impacts",
            "abstract": "Regional air quality models provide insights into local pollution and exposure, but limitations in representing large-scale atmospheric processes and long-range transport can introduce inconsistencies across spatial scales, which can be addressed using multi-scale chemical transport models. We develop the first UK-specific regionally refined grid (UKne30×16; ∼7 km), alongside a global uniform grid (ne60; ∼56 km), within the Multi-Scale Infrastructure for Chemistry and Aerosols version 0 (MUSICAv0), and evaluated against in situ observations and reanalysis data. MUSICAv0 reproduces the spatial patterns of annual mean surface O3 (R = 0.87; NMB = 12.80%) and PM2.5 (R = 0.64; NMB =-15.70%) across the UK. Compared with ne60, the UK refined configuration better represents transboundary pollution transport, resolves fine-scale horizontal dispersion and vertical mixing, and more accurately captures the spatial variability during pollution episodes. Using biomass burning (BB) as case studies, we show that long-range BB transport elevates springtime PM2.5 by 15–25% and O3 by 5–8%, while summer enhancements of ∼10–14% are associated with local BB emissions, highlighting the importance of non domestic emissions for UK air quality. Further analysis of the 2018 Saddleworth Moor wildfire shows MUSICAv0’s ability to resolve plume transport and vertical structure, with wildfire smoke extending to ∼5.5 km altitude and significantly degrading air quality.",
            "license": {
                "name": "CC-By Attribution-NonCommercial-NoDerivatives 4.0 International",
                "short_name": "CC BY-NC-ND 4.0",
                "text": "Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nNonCommercial means not primarily intended for or directed towards commercial advantage or monetary compensation. For purposes of this Public License, the exchange of the Licensed Material for other material subject to Copyright and Similar Rights by digital file-sharing or similar means is NonCommercial provided there is no payment of monetary compensation in connection with the exchange.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part, for NonCommercial purposes only; and\r\nproduce and reproduce, but not Share, Adapted Material for NonCommercial purposes only.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties, including when the Licensed Material is used other than for NonCommercial purposes.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material, You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nFor the avoidance of doubt, You do not have permission under this Public License to Share Adapted Material.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database for NonCommercial purposes only and provided You do not Share Adapted Material;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "Air Quality"
                },
                {
                    "word": ""
                },
                {
                    "word": "MUSICA"
                },
                {
                    "word": "Variable Resolution"
                },
                {
                    "word": "Biomass Burning"
                },
                {
                    "word": "Earth System Modeling"
                },
                {
                    "word": "UK"
                }
            ],
            "date_submitted": "2026-05-27T11:48:25.425767+02:00",
            "date_accepted": "2026-05-28T17:40:17.108341+02:00",
            "date_published": "2026-05-28T17:40:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5219S",
            "authors": [
                {
                    "pk": 130372,
                    "first_name": "Zhiyi",
                    "middle_name": "",
                    "last_name": "Song",
                    "salutation": "Mr",
                    "orcid": null
                },
                {
                    "pk": 130381,
                    "first_name": "James",
                    "middle_name": "A.",
                    "last_name": "King",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 130382,
                    "first_name": "Wenfu",
                    "middle_name": "",
                    "last_name": "Tang",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 130383,
                    "first_name": "Jun",
                    "middle_name": "",
                    "last_name": "Zhang",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 130384,
                    "first_name": "Haofan",
                    "middle_name": "",
                    "last_name": "Wang",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 130385,
                    "first_name": "Louisa",
                    "middle_name": "",
                    "last_name": "Emmons",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 130386,
                    "first_name": "James",
                    "middle_name": "D.",
                    "last_name": "Allan",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 48098,
                    "first_name": "David",
                    "middle_name": "O.",
                    "last_name": "Topping",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 130387,
                    "first_name": "Maria",
                    "middle_name": "",
                    "last_name": "Val Martin",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 108055,
                    "first_name": "Zhonghua",
                    "middle_name": "",
                    "last_name": "Zheng",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Atmospheric Sciences"
                },
                {
                    "name": "Civil and Environmental Engineering"
                },
                {
                    "name": "Environmental Sciences"
                },
                {
                    "name": "Oceanography and Atmospheric Sciences and Meteorology"
                },
                {
                    "name": "Physical Sciences and Mathematics"
                }
            ],
            "files": [
                {
                    "original_filename": "manuscript.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13202/download/23351/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 11610,
            "title": "The debt burden of tropical cyclones and climate change",
            "abstract": "<p>Addressing climate change through mitigation and adaptation is anticipated to require more than $6 trillion in global investment annually by 2035. However, many countries face significant barriers to accessing this finance, due to low or absent credit ratings, large debt burdens, and high borrowing costs. Climate change may further amplify these barriers, creating a “vicious cycle” in which mounting economic losses reduce countries’ capacity to invest in adaptation and mitigation. We provide evidence that the cost and availability of capital for many countries have already been shaped both by their exposure to baseline naturally occurring tropical cyclones (TCs) and by anthropogenic warming. Our empirical estimates suggest that, on average across TC-exposed countries, 20% of debt-to-GDP ratios are attributable to TCs from 1980 to 2019. Across all countries, GDP levels are on average 12% lower due to the combined impacts of TCs and warming temperatures. In a separate machine-learning analysis, we estimate that these macroeconomic impacts are associated with an increased likelihood of hotter countries receiving credit ratings below investment grade (&lt;BBB–), as well as persistent credit risk premiums of at least 1 basis point in 64 countries and 5 basis points in highly exposed countries. We provide estimates for 181 countries, including many TC-affected and/or hot countries that do not have bond yield data. Future increases in temperature and TC activity may further worsen sovereign credit conditions, potentially undermining both countries’ abilities to address climate change and their long-run development prospects.</p>",
            "license": {
                "name": "CC-BY Attribution-NonCommercial 4.0 International",
                "short_name": "CC BY-NC 4.0",
                "text": "Creative Commons Attribution-NonCommercial 4.0 International Public License\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution-NonCommercial 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nNonCommercial means not primarily intended for or directed towards commercial advantage or monetary compensation. For purposes of this Public License, the exchange of the Licensed Material for other material subject to Copyright and Similar Rights by digital file-sharing or similar means is NonCommercial provided there is no payment of monetary compensation in connection with the exchange.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part, for NonCommercial purposes only; and\r\nproduce, reproduce, and Share Adapted Material for NonCommercial purposes only.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties, including when the Licensed Material is used other than for NonCommercial purposes.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database for NonCommercial purposes only;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by-nc/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "climate change"
                },
                {
                    "word": "climate impacts"
                },
                {
                    "word": "adaptation"
                },
                {
                    "word": "climate finance"
                },
                {
                    "word": "tropical cyclones"
                },
                {
                    "word": "sovereign debt"
                },
                {
                    "word": "credit ratings"
                }
            ],
            "date_submitted": "2026-01-29T09:14:23.123000+01:00",
            "date_accepted": "2026-01-29T16:07:45.160000+01:00",
            "date_published": "2026-01-29T16:07:00+01:00",
            "doi": null,
            "preprint_doi": "10.31223/X59F3T",
            "authors": [
                {
                    "pk": 120628,
                    "first_name": "June",
                    "middle_name": "",
                    "last_name": "Choi",
                    "salutation": "",
                    "orcid": "0000-0003-4522-7260"
                },
                {
                    "pk": 128781,
                    "first_name": "Renzhi",
                    "middle_name": "",
                    "last_name": "Jing",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 128782,
                    "first_name": "Christopher",
                    "middle_name": "",
                    "last_name": "Callahan",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 5254,
                    "first_name": "Marshall",
                    "middle_name": "",
                    "last_name": "Burke",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 16616,
                    "first_name": "Noah",
                    "middle_name": "S",
                    "last_name": "Diffenbaugh",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Earth Sciences"
                },
                {
                    "name": "Environmental Studies"
                },
                {
                    "name": "Natural Resource Economics"
                },
                {
                    "name": "Sustainability"
                }
            ],
            "files": [
                {
                    "original_filename": "climate_debt_28Jan2026.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/11610/download/20982/"
                },
                {
                    "original_filename": "climate_debt_Jan2026_preprint.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/11610/download/20983/"
                },
                {
                    "original_filename": "choi_preprint_v2.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/11610/download/23347/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 10670,
            "title": "A new source-to-sink synthesis of the Middle Triassic Helsby Sandstone Formation (Sherwood Sandstone Group) river system in the British Isles",
            "abstract": "<p>Sediment grain size and mineralogy change in sediment routing systems from source to sink. A better understanding of sediment routing allows improved predictions to be made of the bulk grain-size and mineralogy of sandstone fairways. We present a new appraisal of sediment routing in the Triassic Helsby Sandstone Formation (Sherwood Sandstone Group) and lowermost Mercia Mudstone Group of the British Isles, which constitute a key play for geological sequestration of CO2. These strata were deposited and supplied by a major, north-flowing river system, which is traced from its source region in north France to beyond the Irish Sea. We construct a new, integrated litho- and chronostratigraphic model to correlate key units across the British Isles. We then present sediment isopachs and volumes for this chronostratigraphic interval, and resolve palaeogeographic discrepancies using published sedimentological datasets, supplemented by a new synthesis of bulk sandstone mineralogy. Finally, we present a unified, updated sediment routing map for the Helsby Sandstone Formation. Substantial north-south differences in bulk sandstone mineralogy indicate that that sediment input from tributaries modified the composition of the Helsby Sandstone Formation along the course of the sediment routing system.</p>",
            "license": {
                "name": "CC BY Attribution 4.0 International",
                "short_name": "CC BY 4.0",
                "text": "Creative Commons Attribution 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nAdapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part; and\r\nproduce, reproduce, and Share Adapted Material.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material (including in modified form), You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nIf You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "Triassic"
                },
                {
                    "word": "source-to-sink"
                },
                {
                    "word": "Sherwood Sandstone Group"
                },
                {
                    "word": "Mercia Mudstone Group"
                }
            ],
            "date_submitted": "2025-10-29T15:20:47.588000+01:00",
            "date_accepted": "2025-10-30T15:32:38.462000+01:00",
            "date_published": "2025-10-30T15:32:00+01:00",
            "doi": "https://doi.org/10.1144/jgs2025-214",
            "preprint_doi": "10.31223/X5GR0B",
            "authors": [
                {
                    "pk": 105369,
                    "first_name": "Xiang",
                    "middle_name": "",
                    "last_name": "Yan",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 7742,
                    "first_name": "Gary",
                    "middle_name": "J",
                    "last_name": "Hampson",
                    "salutation": "",
                    "orcid": null
                },
                {
                    "pk": 5918,
                    "first_name": "Alexander",
                    "middle_name": "C",
                    "last_name": "Whittaker",
                    "salutation": "",
                    "orcid": null
                }
            ],
            "subject": [
                {
                    "name": "Geology"
                },
                {
                    "name": "Sedimentology"
                },
                {
                    "name": "Stratigraphy"
                }
            ],
            "files": [
                {
                    "original_filename": "For EarthArXiv.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/10670/download/19590/"
                },
                {
                    "original_filename": "For EarthArxiv r1.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/10670/download/21053/"
                },
                {
                    "original_filename": "For EarthArxiv r2.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/10670/download/23356/"
                }
            ],
            "supplementary_files": []
        },
        {
            "pk": 13205,
            "title": "Downstream patterns in bedrock valley morphology encode climatic and tectonic forcing",
            "abstract": "Fluvially-carved bedrock valleys are ubiquitous landscape features. Vertical incision into underlying bedrock generates valley relief, whereas lateral migration of the river channel widens the valley floor as the river erodes the valley walls. The relative efficacy of these processes, which can be modulated by precipitation and water discharge, sediment supply, lithology, and uplift rates is recorded by the relationship between valley width, channel width, and valley relief at a cross-section. Numerous studies have interpreted differences in bedrock valley morphology to be evidence for variability in tectonics, climate, or geology, or as evidence of landscape disequilibrium. However, expected downstream covariation of these parameters under steady-state conditions has not been yet thoroughly explored. This contribution develops a 1-D profile model to describe expected downstream coevolution of channel width, valley width, and valley relief, described holistically using a valley confinement index. Model predictions agree well with data from seven catchments in the King Range, CA spanning a gradient in tectonic uplift and precipitation. Systematic variations in valley morphology correspond with differences in the Erosion number between catchments, which summarizes the combined effect of multiple factors that influence fluvial bedrock incision. These results suggest that longitudinal patterns in bedrock valley morphology provide a promising, holistic metric to interpret the relative influence of tectonics, climate, and lithology on bedrock valley formation in detachment-limited landscapes.",
            "license": {
                "name": "CC-By Attribution-NonCommercial-NoDerivatives 4.0 International",
                "short_name": "CC BY-NC-ND 4.0",
                "text": "Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License\r\n\r\nBy exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License (\"Public License\"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.\r\n\r\nSection 1 – Definitions.\r\n\r\nAdapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.\r\nCopyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.\r\nEffective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.\r\nExceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.\r\nLicensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.\r\nLicensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.\r\nLicensor means the individual(s) or entity(ies) granting rights under this Public License.\r\nNonCommercial means not primarily intended for or directed towards commercial advantage or monetary compensation. For purposes of this Public License, the exchange of the Licensed Material for other material subject to Copyright and Similar Rights by digital file-sharing or similar means is NonCommercial provided there is no payment of monetary compensation in connection with the exchange.\r\nShare means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.\r\nSui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.\r\nYou means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.\r\nSection 2 – Scope.\r\n\r\nLicense grant.\r\nSubject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:\r\nreproduce and Share the Licensed Material, in whole or in part, for NonCommercial purposes only; and\r\nproduce and reproduce, but not Share, Adapted Material for NonCommercial purposes only.\r\nExceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.\r\nTerm. The term of this Public License is specified in Section 6(a).\r\nMedia and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.\r\nDownstream recipients.\r\nOffer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.\r\nNo downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.\r\nNo endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).\r\nOther rights.\r\n\r\nMoral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.\r\nPatent and trademark rights are not licensed under this Public License.\r\nTo the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties, including when the Licensed Material is used other than for NonCommercial purposes.\r\nSection 3 – License Conditions.\r\n\r\nYour exercise of the Licensed Rights is expressly made subject to the following conditions.\r\n\r\nAttribution.\r\n\r\nIf You Share the Licensed Material, You must:\r\n\r\nretain the following if it is supplied by the Licensor with the Licensed Material:\r\nidentification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);\r\na copyright notice;\r\na notice that refers to this Public License;\r\na notice that refers to the disclaimer of warranties;\r\na URI or hyperlink to the Licensed Material to the extent reasonably practicable;\r\nindicate if You modified the Licensed Material and retain an indication of any previous modifications; and\r\nindicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.\r\nFor the avoidance of doubt, You do not have permission under this Public License to Share Adapted Material.\r\nYou may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.\r\nIf requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.\r\nSection 4 – Sui Generis Database Rights.\r\n\r\nWhere the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:\r\n\r\nfor the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database for NonCommercial purposes only and provided You do not Share Adapted Material;\r\nif You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and\r\nYou must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.\r\nFor the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.\r\nSection 5 – Disclaimer of Warranties and Limitation of Liability.\r\n\r\nUnless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.\r\nTo the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.\r\nThe disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.\r\nSection 6 – Term and Termination.\r\n\r\nThis Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.\r\nWhere Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:\r\n\r\nautomatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or\r\nupon express reinstatement by the Licensor.\r\nFor the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.\r\nFor the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.\r\nSections 1, 5, 6, 7, and 8 survive termination of this Public License.\r\nSection 7 – Other Terms and Conditions.\r\n\r\nThe Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.\r\nAny arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.\r\nSection 8 – Interpretation.\r\n\r\nFor the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.\r\nTo the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.\r\nNo term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.\r\nNothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.",
                "url": "https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode"
            },
            "keywords": [
                {
                    "word": "fluvial geomorphology"
                },
                {
                    "word": "landscape evolution"
                },
                {
                    "word": "river valleys"
                }
            ],
            "date_submitted": "2026-05-27T20:21:11.645461+02:00",
            "date_accepted": "2026-05-27T22:40:02.501075+02:00",
            "date_published": "2026-05-27T22:39:00+02:00",
            "doi": null,
            "preprint_doi": "10.31223/X5FB7J",
            "authors": [
                {
                    "pk": 6557,
                    "first_name": "Claire",
                    "middle_name": "C",
                    "last_name": "Masteller",
                    "salutation": "Dr",
                    "orcid": "0000-0002-6830-7223"
                }
            ],
            "subject": [
                {
                    "name": "Earth Sciences"
                },
                {
                    "name": "Geomorphology"
                }
            ],
            "files": [
                {
                    "original_filename": "Masteller_Valleys_Preprint.pdf",
                    "mime_type": "application/pdf",
                    "download_url": "/repository/object/13205/download/23357/"
                }
            ],
            "supplementary_files": []
        }
    ]
}