{"id":"W4312080052","doi":"10.1177/15365042221131074","title":"Transforming U.S. Education to Prevent Youth Suicide","year":2022,"lang":"en","type":"article","venue":"Contexts","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Mental Health; National Institutes of Health; American Foundation for Suicide Prevention","keywords":"Mental health; Suicide prevention; Suicide rates; Sociology; Work (physics); Criminology; Poison control; Economic growth; Psychology; Environmental health; Medicine; Psychiatry; Engineering","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":[0.004105104,0.0003707766,0.0002624624,0.001588931,0.006090544,0.004316087,0.0009625239,0.00279259,0.005712306],"category_scores_gemma":[0.005323555,0.0002337085,0.0004261754,0.0006967653,0.004184796,0.002204961,0.007138996,0.005428473,0.0006603562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006470472,"about_ca_system_score_gemma":0.0444813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05442595,"about_ca_topic_score_gemma":0.1706923,"domain_scores_codex":[0.9975013,0.001447532,0.00005637015,0.0001001765,0.0002193708,0.0006752433],"domain_scores_gemma":[0.9924611,0.001270919,0.0004165188,0.0002504759,0.0008477205,0.004753264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001144006,0.004730275,0.08799411,0.0008161961,0.00006855009,0.000565362,0.0587344,0.0007103494,0.001730651,0.1477075,0.2135072,0.483321],"study_design_scores_gemma":[0.0001631321,0.001484741,0.1458273,0.004457823,0.0001221035,0.0004044653,0.2605077,0.0007381376,0.002008434,0.06872517,0.5154725,0.00008850976],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2400324,0.01402818,0.002088223,0.6117409,0.004008825,0.0002060027,0.0002282494,0.0002731923,0.127394],"genre_scores_gemma":[0.9305924,0.006880189,0.004503123,0.04763458,0.0003496248,0.000157783,0.00009413301,0.0000365472,0.009751597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05442595,"threshold_uncertainty_score":0.1082183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03916639061715215,"score_gpt":0.3353215594233988,"score_spread":0.2961551688062466,"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."}}