{"id":"W2596809612","doi":"10.1016/j.jflm.2017.03.002","title":"In custody deaths of men related to mental illness and substance use: A cross-sectional analysis of administrative records in Ontario, Canada","year":2017,"lang":"en","type":"article","venue":"Journal of Forensic and Legal Medicine","topic":"Gun Ownership and Violence Research","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Coroner; Mental illness; Psychiatry; Context (archaeology); Mental health; Medicine; Criminal justice; Referral; Substance abuse; Psychology; Poison control; Suicide prevention; Criminology; Family medicine; Environmental health; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001371903,0.00006465879,0.0003753339,0.0002650987,0.0001461804,0.0000238983,0.0001320647,0.00005473145,0.0001239697],"category_scores_gemma":[0.0004791502,0.00004701257,0.00003165004,0.0002937372,0.0005877039,0.0003206469,0.00001583097,0.0002496106,2.362921e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002736434,"about_ca_system_score_gemma":0.0009418238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9715605,"about_ca_topic_score_gemma":0.9980503,"domain_scores_codex":[0.9986529,0.00008354552,0.0004591516,0.0001018531,0.0005418693,0.0001606471],"domain_scores_gemma":[0.9990479,0.0001660943,0.0003380177,0.00007427256,0.0002184229,0.0001553317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002895031,0.00002115376,0.9861501,0.00000583334,0.00009330078,0.00007475828,0.01070208,0.00001013817,0.00009177747,0.001336221,0.0002069465,0.001018235],"study_design_scores_gemma":[0.0006565091,0.0002704835,0.9897381,0.0001641561,0.0000402183,0.000009606339,0.008110893,0.00003211415,0.00008016218,0.000210523,0.0006384004,0.00004882471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959972,0.0001273535,0.000003149064,0.001843519,0.0001656431,0.0000842368,0.000006088645,3.813236e-7,0.001772455],"genre_scores_gemma":[0.9990316,0.0001147981,0.00003678221,0.00002815007,0.00003017578,8.643606e-7,9.636135e-7,0.000001925116,0.0007547459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02648971,"threshold_uncertainty_score":0.2165419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06465020506292594,"score_gpt":0.3988436227989839,"score_spread":0.3341934177360579,"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."}}