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{
    "pk": 28810,
    "title": "Leveraging Thinking to Facilitate Causal Learning from Intervention",
    "subtitle": null,
    "abstract": "Intervention selection is at once crucial in causal learning andchallenging for causal learners. While the optimal strategy ismaximizing the expected information gain (EIG), both chil-dren and adults often combine it with suboptimal ones suchas the positive test strategy (PTS). In the current study, wesought to facilitate causal learning from intervention by asking5- to 7-year-olds to explain why they chose a certain interven-tion to identify the true structure of a three-node causal sys-tem that might work in one of two ways. Our findings suggestthat while engaging in self-explaining did not help children se-lect more informative interventions, asking them to think abouttheir intervention choices (explaining or reporting) might helpthem better utilize interventional data to infer causal structures.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "causal learning; intervention; explanation; learn-ing by thinking"
        }
    ],
    "section": "Papers with Poster Presentations",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/2867h2t8",
    "frozenauthors": [
        {
            "first_name": "Yuan",
            "middle_name": "",
            "last_name": "Meng",
            "name_suffix": "",
            "institution": "University of California, Berkeley",
            "department": ""
        },
        {
            "first_name": "Fei",
            "middle_name": "",
            "last_name": "Xu",
            "name_suffix": "",
            "institution": "University of California, Berkeley",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2019-01-01T19:00:00+01:00",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/28810/galley/18681/download/"
        }
    ]
}