{"id":"W3091293017","doi":"10.1016/j.obhdp.2020.07.002","title":"Creative destruction in science","year":2020,"lang":"en","type":"article","venue":"Organizational Behavior and Human Decision Processes","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"California State University, Fresno; Harvard Kennedy School; University of California, Santa Barbara; Technische Universität Dortmund; Singapore Management University; Universität Kassel; Universität Konstanz; Stockholms Universitet; School of Psychology, Cardiff University; Universidade Federal de Sergipe; Universiteit van Tilburg; Syddansk Universitet; Memorial University of Newfoundland; Università degli Studi dell'Insubria; Max-Planck-Institut für Kognitions- und Neurowissenschaften; Ben-Gurion University of the Negev; Knut och Alice Wallenbergs Stiftelse; Universitetet i Bergen; Linköpings Universitet; KU Leuven; Universiteit Maastricht; Université de Genève; Vrije Universiteit Amsterdam; Radboud Universiteit; Rijksuniversiteit Groningen; University of Warwick; Trinity College Dublin; University of Otago; Northern Illinois University; University of Limerick; Technische Universiteit Eindhoven; University of Auckland; Universidad de Alicante; Cardiff University; Ariel University; De Montfort University; University of Toronto; Macquarie University; University of Alberta; Universiteit van Amsterdam; University of Chittagong; Technion-Israel Institute of Technology; Universidad de La Laguna; Trinity Western University; Universität Wien; American University of Sharjah; Slovenská Akadémia Vied; Toulouse School of Economics; Central Queensland University; Univerzita Karlova v Praze; University College Dublin; University of Essex; Carnegie Mellon University; Western Kentucky University; Kingston University; University of Regina; King's College London; Indian Institute of Technology Delhi; Universiteit Gent; Georgia Southern University; Louisiana State University; Lunds Universitet; Pennsylvania State University; University of Cincinnati; Karolinska Institutet; Yale University; University of Queensland; Emory University; Tulane University; National University of Singapore; Julius-Maximilians-Universität Würzburg; University of Texas at Austin; Loyola University Chicago; International Research and Exchanges Board; Uniwersytet Śląski w Katowicach; University of Washington; Loughborough University; Uniwersytet Wrocławski; Technische Universität Dresden; University of Pennsylvania; National Research University Higher School of Economics; Umeå Universitet; University of Denver; Fordham University; University of Oxford; Jan Wallanders och Tom Hedelius Stiftelse samt Tore Browaldhs Stiftelse; Florida State University; York University; University of Missouri","keywords":"Psychology; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000218026,0.00005698573,0.00006990266,0.0001142117,0.0008882321,0.000159206,0.0001970071,0.00004040915,0.002324267],"category_scores_gemma":[0.0008390835,0.00005812071,0.000006564981,0.001268771,0.0003968212,0.0004542759,0.0000675542,0.00006488076,0.00002695794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006287957,"about_ca_system_score_gemma":0.0002067735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001097646,"about_ca_topic_score_gemma":0.0007606817,"domain_scores_codex":[0.9991881,0.00002914712,0.0001463626,0.0001933974,0.0003385139,0.0001045204],"domain_scores_gemma":[0.9992576,0.00006008775,0.00004721736,0.00006416741,0.0004609463,0.0001099969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002896763,0.0002060609,0.8010103,0.00003287749,0.000001438793,0.000002950447,0.08434745,0.000005203575,0.01045697,0.07244998,0.0002626716,0.03119511],"study_design_scores_gemma":[0.000466296,0.00006177339,0.9691547,0.00005834807,0.00001414643,0.000002866912,0.01561454,0.00001018806,0.0007632177,0.007542635,0.006083554,0.0002277607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924269,0.00006859961,0.0001974683,0.0008505946,0.00003255038,0.0001472275,0.000005034856,0.00004837969,0.006223293],"genre_scores_gemma":[0.9985074,0.0006591313,0.0004637742,0.0001911212,0.00006308122,0.00001130077,0.00002205163,0.000006579225,0.00007556154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1681444,"threshold_uncertainty_score":0.9985877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2942668498997326,"score_gpt":0.4532838181846081,"score_spread":0.1590169682848755,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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