{"id":"W3048626450","doi":"10.1027/0227-5910/a000709","title":"Wiser Reasoning and Less Disgust Have the Potential to Better Achieve Suicide Prevention","year":2020,"lang":"en","type":"article","venue":"Crisis","topic":"Psychology of Moral and Emotional Judgment","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Disgust; Surprise; Psychology; Suicide prevention; Poison control; Clinical psychology; Social psychology; Medicine; Medical emergency","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007844825,0.00007947442,0.00007748832,0.00001681078,0.0001730857,0.00004689216,0.0001545881,0.00003077063,0.00006044075],"category_scores_gemma":[0.00005827623,0.00005541826,0.00004276695,0.00007358607,0.00005529934,0.00008703002,0.0001079992,0.0001106005,0.0000810511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007978053,"about_ca_system_score_gemma":0.000004573795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002018447,"about_ca_topic_score_gemma":0.00000526302,"domain_scores_codex":[0.999225,0.00007621857,0.00009894476,0.0002946395,0.000151317,0.0001538467],"domain_scores_gemma":[0.9997301,0.00002599809,0.00002988746,0.0001066492,0.00001026554,0.00009715154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001250086,0.0004497664,0.02068805,0.00008990972,0.00008052971,0.0002955764,0.006867106,0.0009801236,0.5936908,0.003644919,0.2604111,0.1115521],"study_design_scores_gemma":[0.003093651,0.001664487,0.7080547,0.0002156125,0.0002873715,0.0002639887,0.007101506,0.003663798,0.221245,0.01875158,0.03428153,0.001376771],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8462989,0.00002291864,0.002061346,0.1508384,0.0001372066,0.0001196374,0.000006965455,0.00002427083,0.0004902838],"genre_scores_gemma":[0.969812,0.00001335264,0.0001897002,0.02955475,0.000170466,0.00001132356,0.000001880219,0.000007202323,0.0002393209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6873667,"threshold_uncertainty_score":0.2259891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1087193365237369,"score_gpt":0.3035087891483012,"score_spread":0.1947894526245643,"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."}}