{"id":"W4391629219","doi":"10.1126/sciadv.adj5778","title":"Addressing climate change with behavioral science: A global intervention tournament in 63 countries","year":2024,"lang":"en","type":"article","venue":"Science Advances","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":253,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"Bundesamt für Energie; Japan Society for the Promotion of Science; Biotechnology and Biological Sciences Research Council; Medical Research Council; University of Colorado Boulder; Fundação para a Ciência e a Tecnologia; Uniwersytet Śląski w Katowicach; Shell Brasil; NOMIS Stiftung; Université de Lausanne; Centro de Estudios de Conflicto y Cohesión Social; Vrije Universiteit Amsterdam; Erasmus Universiteit Rotterdam; Université de Genève; Thammasat University; Universität Hamburg; Simon Fraser University; National Research Foundation of Korea; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Riksbankens Jubileumsfond; Fonds Wetenschappelijk Onderzoek; Universitat Ramon Llull; National Research University Higher School of Economics; American University of Sharjah; Universität Wien; Universiteit Gent; James S. McDonnell Foundation; Aarhus Universitets Forskningsfond; Agence Nationale de la Recherche; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fonds De La Recherche Scientifique - FNRS; Stanford Center on Philanthropy and Civil Society; Austrian Science Fund; National Research Foundation; University of St Andrews; Radboud Universiteit; Canada Research Chairs; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Pomona College; KU Leuven; Aarhus Universitet; European Commission; Fundação de Amparo à Pesquisa do Estado de São Paulo; Jacobs Foundation; Uniwersytet Jagielloński w Krakowie; Wellcome Trust; Clemson University; Universitetet i Stavanger; Vetenskapsrådet; John Templeton Foundation; Norges Forskningsråd; Agentúra na Podporu Výskumu a Vývoja; National Science Foundation","keywords":"Tournament; Climate change; Intervention (counseling); Behavioural sciences; Psychology; Environmental resource management; Environmental science; Ecology; Biology; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009292933,0.0009661834,0.000734583,0.0004156768,0.003134149,0.0009948792,0.0005300478,0.001378878,0.002875049],"category_scores_gemma":[0.006960571,0.0006116786,0.0009964007,0.0004763249,0.001765478,0.0008917761,0.003525969,0.001895842,0.0004392691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001382717,"about_ca_system_score_gemma":0.002866043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00495001,"about_ca_topic_score_gemma":0.01048175,"domain_scores_codex":[0.9970151,0.001923391,0.0001130486,0.0002833857,0.0001343254,0.0005307176],"domain_scores_gemma":[0.9960245,0.001683703,0.0003054291,0.000372466,0.0003690893,0.001244852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02469063,0.1333981,0.2402053,0.002237041,0.001869565,0.001974343,0.07212783,0.01323987,0.0167928,0.003460975,0.01589057,0.474113],"study_design_scores_gemma":[0.02657874,0.09928332,0.7325476,0.0006017172,0.001083741,0.0004117966,0.04746488,0.008366778,0.01422352,0.007428597,0.06160321,0.0004060236],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994729,0.0001021312,0.0007781241,0.0007121933,0.00005787474,0.00110788,0.0001286744,0.00004126244,0.002342964],"genre_scores_gemma":[0.9915132,0.0001568163,0.003738614,0.0008845261,0.00004110622,0.002236163,0.0002025064,0.00001863159,0.001208492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009292933,"threshold_uncertainty_score":0.04914629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4503039396371076,"score_gpt":0.5547342937836658,"score_spread":0.1044303541465582,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}