{"id":"W4409971529","doi":"10.1017/bpp.2025.5","title":"Are media reports of published research an accurate representation of the research?","year":2025,"lang":"en","type":"article","venue":"Behavioural Public Policy","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Representation (politics); Computer science; Data science; Information retrieval; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2171051,0.001140952,0.001209405,0.03302695,0.002525017,0.01271877,0.003036664,0.002448894,0.005775836],"category_scores_gemma":[0.7311947,0.001109338,0.001296753,0.02312042,0.007214206,0.01454841,0.006498938,0.002834257,0.002148256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003341525,"about_ca_system_score_gemma":0.004121394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00251135,"about_ca_topic_score_gemma":0.001880498,"domain_scores_codex":[0.6293702,0.2345218,0.0684072,0.004866485,0.06057684,0.002257446],"domain_scores_gemma":[0.1290073,0.5167219,0.1572141,0.09406806,0.1006169,0.002371653],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001307592,0.0003733453,0.1489012,0.01922325,0.0008126468,0.0007533911,0.1184143,0.002515837,0.006387227,0.09181774,0.08690237,0.5225912],"study_design_scores_gemma":[0.000178909,0.0009813856,0.1753309,0.03935616,0.0008296297,0.002049458,0.111903,0.00978002,0.01104715,0.05878854,0.5887916,0.0009633166],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3754701,0.02688471,0.2732066,0.09778539,0.01651927,0.007452771,0.03413812,0.004325337,0.1642177],"genre_scores_gemma":[0.8160449,0.008082815,0.1407773,0.006131208,0.005449377,0.009940431,0.007310905,0.0009901446,0.005273028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7828949,"threshold_uncertainty_score":0.9654488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1483875713130275,"score_gpt":0.4452308537033677,"score_spread":0.2968432823903402,"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."}}