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{ "pk": 239, "title": "Reproducible research practices and transparency across linguistics", "subtitle": null, "abstract": "<!--[if gte mso 9]><xml> <w:WordDocument> <w:View>Normal</w:View> <w:Zoom>0</w:Zoom> <w:TrackMoves></w:TrackMoves> <w:TrackFormatting></w:TrackFormatting> <w:HyphenationZone>21</w:HyphenationZone> <w:PunctuationKerning></w:PunctuationKerning> <w:ValidateAgainstSchemas></w:ValidateAgainstSchemas> <w:SaveIfXMLInvalid>false</w:SaveIfXMLInvalid> <w:IgnoreMixedContent>false</w:IgnoreMixedContent> <w:AlwaysShowPlaceholderText>false</w:AlwaysShowPlaceholderText> <w:DoNotPromoteQF></w:DoNotPromoteQF> <w:LidThemeOther>NO-BOK</w:LidThemeOther> <w:LidThemeAsian>X-NONE</w:LidThemeAsian> <w:LidThemeComplexScript>X-NONE</w:LidThemeComplexScript> <w:Compatibility> <w:BreakWrappedTables></w:BreakWrappedTables> <w:SnapToGridInCell></w:SnapToGridInCell> <w:WrapTextWithPunct></w:WrapTextWithPunct> <w:UseAsianBreakRules></w:UseAsianBreakRules> <w:DontGrowAutofit></w:DontGrowAutofit> 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Name=\"List Table 2 Accent 5\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 5\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 5\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 5\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 5\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 5\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"46\" Name=\"List Table 1 Light Accent 6\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"47\" Name=\"List Table 2 Accent 6\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"48\" Name=\"List Table 3 Accent 6\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"49\" Name=\"List Table 4 Accent 6\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"50\" Name=\"List Table 5 Dark Accent 6\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"51\" Name=\"List Table 6 Colorful Accent 6\"></w:LsdException> <w:LsdException Locked=\"false\" Priority=\"52\" Name=\"List Table 7 Colorful Accent 6\"></w:LsdException> </w:LatentStyles></xml><![endif]--><!--[if gte mso 10]><style> /* Style Definitions */ table.MsoNormalTable{mso-style-name:\"Table Normal\";mso-tstyle-rowband-size:0;mso-tstyle-colband-size:0;mso-style-noshow:yes;mso-style-priority:99;mso-style-parent:\"\";mso-padding-alt:0cm 5.4pt 0cm 5.4pt;mso-para-margin:0cm;mso-para-margin-bottom:.0001pt;line-height:115%;mso-pagination:widow-orphan;font-size:11.0pt;font-family:\"Arial\",sans-serif;mso-ansi-language:EN;}</style><![endif]--><p class=\"MsoNormal\"><span style=\"\" lang=\"EN\">Scientific studies of language span across many disciplines and provide evidence for social, cultural, cognitive, technological, and biomedical studies of human nature and behavior. As it becomes increasingly empirical and quantitative, linguistics has been facing challenges and limitations of the scientific practices that pose barriers to reproducibility and replicability. One of the proposed solutions to the widely acknowledged reproducibility and replicability crisis has been the implementation of transparency practices, e.g., open access publishing, preregistrations, sharing study materials, data, and analyses, performing study replications, and declaring conflicts of interest. Here, we have assessed the prevalence of these practices in 600 randomly sampled journal articles from linguistics across two time points. In line with similar studies in other disciplines, we found that 35% of the articles were published open access and the rates of sharing materials, data, and protocols were below 10%. None of the articles reported preregistrations, 1% reported replications, and 10% had conflict of interest statements. These rates have not increased noticeably between 2008/2009 and 2018/2019, pointing to remaining barriers and the slow adoption of open and reproducible research practices in linguistics. To facilitate adoption of these practices, we provide a range of recommendations and solutions for implementing transparency and improving reproducibility of research in linguistics.<br></span></p>", "language": "eng", "license": { "name": "Creative Commons Attribution 4.0", "short_name": "CC BY 4.0", "text": "Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.\r\n\r\nNo additional restrictions — You may not apply legal terms or technological measures that legally restrict others from doing anything the license permits.", "url": "https://creativecommons.org/licenses/by/4.0" }, "keywords": [], "section": "Regular Article", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/6m62j7p6", "frozenauthors": [ { "first_name": "Agata", "middle_name": "", "last_name": "Bochynska", "name_suffix": "", "institution": "", "department": "" }, { "first_name": "Liam", "middle_name": "", "last_name": "Keeble", "name_suffix": "", "institution": "", "department": "" }, { "first_name": "Caitlin", "middle_name": "", "last_name": "Halfacre", "name_suffix": "", "institution": "", "department": "" }, { "first_name": "Joseph", "middle_name": "V.", "last_name": "Casillas", "name_suffix": "", "institution": "", "department": "" }, { "first_name": "Irys-Amélie", "middle_name": "", "last_name": "Champagne", "name_suffix": "", "institution": "", "department": "" }, { "first_name": "Kaidi", "middle_name": "", "last_name": "Chen", "name_suffix": "", "institution": "", "department": "" }, { "first_name": "Melanie", "middle_name": "", "last_name": "Röthlisberger", "name_suffix": "", "institution": "", "department": "" }, { "first_name": "Erin", "middle_name": "M.", "last_name": "Buchanan", "name_suffix": "", "institution": "", "department": "" }, { "first_name": "Timo", "middle_name": "B.", "last_name": "Roettger", "name_suffix": "", "institution": "", "department": "" } ], "date_submitted": "2023-01-23T20:38:28.547000Z", "date_accepted": "2023-09-12T12:27:33.865000Z", "date_published": "2023-11-09T14:55:00Z", "render_galley": { "label": "XML", "type": "xml", "path": "https://journalpub.escholarship.org/glossapsycholinguistics/article/239/galley/2495/download/" }, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/glossapsycholinguistics/article/239/galley/2494/download/" }, { "label": "XML", "type": "xml", "path": "https://journalpub.escholarship.org/glossapsycholinguistics/article/239/galley/2495/download/" } ] }