{"id":"W4225427030","doi":"10.1126/science.abm3427","title":"Can behavioral interventions be too salient? Evidence from traffic safety messages","year":2022,"lang":"en","type":"article","venue":"Science","topic":"Traffic and Road Safety","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychological intervention; Salient; Crowding; Context (archaeology); Psychology; Suicide prevention; Poison control; Injury prevention; Applied psychology; Medicine; Environmental health; Cognitive psychology; Computer science; Psychiatry; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.02142927,0.001045378,0.001437499,0.001564761,0.0007772871,0.002488223,0.002159301,0.004541028,0.01653914],"category_scores_gemma":[0.1429835,0.0008056544,0.002194597,0.001186733,0.002625565,0.003572203,0.002159313,0.00419863,0.0009737163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002118791,"about_ca_system_score_gemma":0.00215185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003376771,"about_ca_topic_score_gemma":0.003851663,"domain_scores_codex":[0.9728842,0.01667641,0.002006102,0.002304171,0.005207212,0.0009219258],"domain_scores_gemma":[0.8322594,0.1440696,0.01574252,0.002920575,0.003470816,0.001537078],"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":[0.02521065,0.007599868,0.02878852,0.1023963,0.01233936,0.0005912722,0.005677353,0.002185531,0.002039423,0.04975817,0.01569847,0.7477152],"study_design_scores_gemma":[0.01747018,0.02414085,0.3614651,0.2043855,0.0430644,0.0008535522,0.005420582,0.004362692,0.006054444,0.09535158,0.2371102,0.0003208593],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3300178,0.4452677,0.009345599,0.09069916,0.00727135,0.00249254,0.002332456,0.0002015514,0.1123719],"genre_scores_gemma":[0.9032055,0.06891328,0.004405269,0.01828617,0.002084985,0.0007280314,0.0003514426,0.00006249629,0.001962964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02142927,"threshold_uncertainty_score":0.1133302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04736753809054162,"score_gpt":0.2959894926884778,"score_spread":0.2486219545979362,"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."}}