{"id":"W4404732934","doi":"10.1186/s12916-024-03646-y","title":"Chronic disease diagnoses and health service use among people who died of illicit drug toxicity in British Columbia, Canada","year":2024,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; St. Paul's Hospital; University of British Columbia; Burnaby Hospital; BC Centre for Disease Control","funders":"British Columbia Centre for Disease Control; Michael Smith Health Research BC","keywords":"Medicine; Coroner; Stimulant; Drug overdose; Cause of death; Opioid; Drug; Poison control; Disease; Psychiatry; Injury prevention; Emergency medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002445659,0.0001650832,0.0007129145,0.0000832388,0.00005586571,0.00003804152,0.00007899385,0.0000387476,0.0002250422],"category_scores_gemma":[0.0002815606,0.0001943625,0.00003792087,0.0005410609,0.0000939172,0.0001059274,0.00006074364,0.0001734421,0.000001363719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006637704,"about_ca_system_score_gemma":0.002924127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9939347,"about_ca_topic_score_gemma":0.9997308,"domain_scores_codex":[0.998147,0.00007189448,0.0005020911,0.0004555678,0.000461914,0.0003614941],"domain_scores_gemma":[0.9986209,0.0003577574,0.00008312429,0.0003569529,0.00007870793,0.000502547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001892202,0.0001264296,0.9741075,0.004943621,0.00004805659,0.0002757076,0.001508663,0.000009821641,0.000009280514,0.000008110399,0.01667638,0.002267495],"study_design_scores_gemma":[0.002286627,0.0002311434,0.9868073,0.007081564,0.0001374855,0.00001551755,0.001105605,0.0009381376,0.000008911356,0.00002203093,0.001230449,0.0001352571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582196,0.03233406,0.000007381226,0.007968508,0.0002230253,0.001011095,0.0001388392,0.00005279186,0.00004469247],"genre_scores_gemma":[0.993453,0.00350923,0.00003729468,0.001388079,0.0001899178,0.00009260574,0.0001796472,0.00003836347,0.001111907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03523334,"threshold_uncertainty_score":0.7925873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494353370719175,"score_gpt":0.266130997630681,"score_spread":0.2511874639234893,"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."}}