{"id":"W3104574139","doi":"10.11575/prism/38372","title":"Mortality in Individuals with Depression and Problematic Substance Use: A Canadian population-based study","year":2020,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Alcoholism and Thiamine Deficiency","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Substance use; Psychiatry; Psychology; Population; Clinical psychology; Medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002587533,0.0002305141,0.0005207701,0.0002032956,0.0000837882,0.000143781,0.0001513727,0.0001334341,0.0002074712],"category_scores_gemma":[0.00009154154,0.0001782106,0.00001886078,0.00035536,0.00001074604,0.0001767749,0.00001269639,0.0002621306,0.00001183773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008493827,"about_ca_system_score_gemma":0.0006445127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1287276,"about_ca_topic_score_gemma":0.8087483,"domain_scores_codex":[0.9985211,0.00006843008,0.0003594291,0.0005093687,0.0003367282,0.00020491],"domain_scores_gemma":[0.9991898,0.00004704338,0.0001954202,0.0002934762,0.00005720489,0.0002170763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009259956,0.000123942,0.9947234,0.0001641805,0.00003438277,0.0001256855,0.003650398,0.0000105978,0.000009788711,0.000001723269,0.000008974117,0.001054269],"study_design_scores_gemma":[0.001930043,0.0002189592,0.994473,0.001116721,0.0002567196,0.000003119624,0.001579136,0.0001042138,0.00005916829,0.000008692617,0.00005310297,0.0001971702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940654,0.00007949723,0.000001174546,0.00005589444,0.00003050145,0.003515572,0.0000605631,0.000001899791,0.002189487],"genre_scores_gemma":[0.9958877,0.000001329087,0.0005859533,0.00003697478,0.0000120704,0.0001336303,0.002706649,0.00002861043,0.0006070727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6800207,"threshold_uncertainty_score":0.8770742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05557273725704825,"score_gpt":0.3431346801536508,"score_spread":0.2875619428966025,"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."}}