{"id":"W3111548485","doi":"10.23889/ijpds.v5i5.1488","title":"Mental Disorders and Subsequent Suicide in A Representative Community Population","year":2020,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychiatry; Hazard ratio; Population; Mental health; Anxiety; Medicine; Marital status; Suicide attempt; Major depressive episode; Cohort; Poison control; Psychology; Suicide prevention; Clinical psychology; Confidence interval; Medical emergency; Environmental health; Internal medicine; Mood","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007623633,0.0003087046,0.0002441355,0.001598197,0.001060729,0.0006289983,0.0006888296,0.0003273701,0.001273755],"category_scores_gemma":[0.001687154,0.0002829001,0.0004084915,0.002088729,0.0003998987,0.0002708701,0.0005378951,0.0003748235,0.000177538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002920456,"about_ca_system_score_gemma":0.003822308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8227879,"about_ca_topic_score_gemma":0.8350295,"domain_scores_codex":[0.9993353,0.00009728621,0.00004460557,0.0001570691,0.0002290933,0.0001366151],"domain_scores_gemma":[0.9992189,0.0000568885,0.0002162315,0.00005839296,0.0002883617,0.000161245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002557346,0.00002915268,0.9972497,0.00002030672,0.00006523458,0.00003923195,0.0001346734,0.00003960121,0.00006598499,0.00001910259,0.0004370176,0.001874397],"study_design_scores_gemma":[0.00000875046,0.00003532895,0.9988525,0.00001262838,0.00002860371,0.00009014434,0.0003625231,0.0001350169,0.00002630196,0.00001436531,0.000428548,0.000005194027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960009,0.0003353446,0.0001440897,0.0001112982,0.000008788548,0.00008095962,0.002665724,0.000009176556,0.0006436196],"genre_scores_gemma":[0.9968542,0.0004245688,0.0002393752,0.0001052331,0.00001304404,0.00004193197,0.002103556,0.000002399344,0.0002157023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8227879,"threshold_uncertainty_score":0.3565115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1781789497314899,"score_gpt":0.4645173564388879,"score_spread":0.286338406707398,"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."}}