{"id":"W2766630787","doi":"10.1177/0706743717737033","title":"Comparison of Vital Statistics Definitions of Suicide against a Coroner Reference Standard: A Population-Based Linkage Study","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; Centre for Addiction and Mental Health; Institute for Clinical Evaluative Sciences","funders":"Ontario Ministry of Health and Long-Term Care; Centre for Addiction and Mental Health","keywords":"Coroner; Linkage (software); Statistics; Poison control; Psychology; Population; Medicine; Suicide prevention; Medical emergency; Psychiatry; Environmental health; Mathematics; Biology; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.03489221,0.0003496179,0.0007164287,0.005060207,0.001577185,0.002066965,0.00189524,0.0008622618,0.001248112],"category_scores_gemma":[0.1033702,0.000587676,0.000706788,0.007114901,0.0009787262,0.001721245,0.003109495,0.0007447185,0.0003452385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004837112,"about_ca_system_score_gemma":0.004997305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1119471,"about_ca_topic_score_gemma":0.0839197,"domain_scores_codex":[0.9757015,0.01109541,0.002707351,0.003595129,0.005810149,0.001090501],"domain_scores_gemma":[0.9345989,0.01480549,0.02828423,0.008478027,0.01311828,0.0007150215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001657949,0.00003464957,0.9953659,0.00003796883,0.0001888425,0.00003874256,0.001565725,0.0001075884,0.00008492194,0.0002014037,0.0004444396,0.001764085],"study_design_scores_gemma":[0.00004452032,0.0001050913,0.9950825,0.00007466217,0.0001281258,0.0001256809,0.001713353,0.0008355737,0.0001373542,0.0001138863,0.001613726,0.00002547234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937997,0.0003476673,0.001982817,0.0001328878,0.00001360109,0.0001987005,0.002458023,0.00002288219,0.0010436],"genre_scores_gemma":[0.9948158,0.0001529961,0.001087863,0.00007449481,0.00001518837,0.0003188198,0.003299892,0.00001472981,0.0002201717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8880529,"threshold_uncertainty_score":0.2225909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1065401958080299,"score_gpt":0.3815520791724599,"score_spread":0.27501188336443,"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."}}