{"id":"W3011296780","doi":"10.1093/occmed/kqaa026","title":"Mental disorders, suicidal ideation, plans and attempts among Canadian police","year":2020,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; Queen's University; Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research","keywords":"Psychiatry; Mental health; Suicidal ideation; Anxiety; Clinical psychology; Panic; Depression (economics); Panic disorder; Psychology; Officer; Suicide prevention; Poison control; Medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006902799,0.0003728227,0.0003397927,0.002420264,0.004230481,0.001090175,0.000887989,0.0003263963,0.004549084],"category_scores_gemma":[0.002545638,0.0003710325,0.0005713996,0.003821719,0.0006649053,0.0002866367,0.0009444985,0.0006412009,0.0002755115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0184404,"about_ca_system_score_gemma":0.02882681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9915529,"about_ca_topic_score_gemma":0.9945121,"domain_scores_codex":[0.9993656,0.00003416835,0.00003511483,0.00005718974,0.0003036712,0.0002042674],"domain_scores_gemma":[0.9985481,0.00006111374,0.0003183084,0.00003857507,0.0007322077,0.0003017315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005955268,0.00004463523,0.9818897,0.0001369896,0.00005266985,0.0001243402,0.002579376,0.00006989477,0.0001537593,0.0001300686,0.002476067,0.01228298],"study_design_scores_gemma":[0.000005303138,0.00002798399,0.9951036,0.00008235807,0.00002719289,0.00009633226,0.003119753,0.00007085228,0.00004302899,0.00002833041,0.00138499,0.00001030183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892006,0.001237542,0.00007346144,0.0006247245,0.00002226216,0.00009698686,0.004138946,0.00001333854,0.004592126],"genre_scores_gemma":[0.9946544,0.001779762,0.0002164868,0.0001075957,0.000009048085,0.00004110429,0.001836712,0.000003840097,0.00135115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0184404,"threshold_uncertainty_score":0.1337951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05480413036131108,"score_gpt":0.3697105328166462,"score_spread":0.3149064024553351,"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."}}