{"id":"W4307842481","doi":"10.1177/07067437221136461","title":"Predictors of Death From Physical Illness or Accidental/Intentional Causes Among Patients With Substance-Related Disorders","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Douglas College; McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Psychiatry; Accidental; Physical illness; Medicine; Substance use; Poison control; Injury prevention; Psychology; Medical emergency; Mental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003058261,0.0002181451,0.0002032736,0.0004231806,0.0005202945,0.0005044826,0.0002864184,0.0002405899,0.001862523],"category_scores_gemma":[0.001537386,0.0001414824,0.000365483,0.0006057061,0.0002119918,0.0001922359,0.0004100353,0.0005428445,0.0001658302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009705478,"about_ca_system_score_gemma":0.001330544,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1411659,"about_ca_topic_score_gemma":0.2320964,"domain_scores_codex":[0.9997762,0.00003685231,0.00002267525,0.00003333068,0.00005408711,0.00007686616],"domain_scores_gemma":[0.9988965,0.0001245047,0.0005145,0.00003038734,0.0001845341,0.0002494952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001182744,0.000006053201,0.9995936,0.000002531673,0.000008367529,0.00001135558,0.00001036596,0.0000155361,0.00001346791,0.000002295234,0.00004782974,0.0002769178],"study_design_scores_gemma":[0.000001784119,0.00001362615,0.9996967,0.000005028628,0.000005886995,0.00004027687,0.0000678927,0.00009231866,0.00001001529,0.000004183305,0.00006123033,0.000001084474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986008,0.0002164996,0.0000473122,0.0000910266,0.000004703101,0.00001131191,0.0006670849,0.000002998161,0.0003582199],"genre_scores_gemma":[0.9991725,0.00008514808,0.00004276948,0.00002245735,0.000005095086,0.000003862171,0.0005525581,7.802837e-7,0.0001148729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8588341,"threshold_uncertainty_score":0.2806885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007847371432046462,"score_gpt":0.2231227138282058,"score_spread":0.2152753423961593,"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."}}