{"id":"W4413742628","doi":"10.1093/alcalc/agaf055","title":"Circumstances surrounding alcohol toxicity deaths and prior pharmacotherapy for alcohol use disorder in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Alcohol and Alcoholism","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Public Health Ontario; Ottawa Public Health; University of Toronto; Institute for Work & Health; Canada Research Chairs; Centre for Addiction and Mental Health; Memorial University of Newfoundland; Toronto Public Health; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Public Health Agency; Public Health Agency of Canada","keywords":"Pharmacotherapy; Alcohol; Alcohol use disorder; Medicine; Toxicity; Psychiatry; Alcohol dependence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003942818,0.0002076868,0.0002639385,0.001103347,0.0025376,0.0008968525,0.0009165608,0.0003288701,0.002577509],"category_scores_gemma":[0.001994794,0.0002907246,0.0004659227,0.002675561,0.0006503202,0.0004695403,0.0008627833,0.0005934912,0.0001506132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02566736,"about_ca_system_score_gemma":0.03400444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9937437,"about_ca_topic_score_gemma":0.9973437,"domain_scores_codex":[0.9992423,0.00004943306,0.0000747566,0.000110187,0.0002721747,0.0002510521],"domain_scores_gemma":[0.9970187,0.0001190436,0.001154691,0.00004605296,0.001050457,0.0006111627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000197189,0.000008620515,0.9959245,0.00005941845,0.00002691041,0.00009436949,0.0003818394,0.00007732544,0.00005311105,0.00003713506,0.00121874,0.002098409],"study_design_scores_gemma":[0.000002923206,0.000007734442,0.9978668,0.00006123752,0.00001356195,0.00007154905,0.000736106,0.0001137712,0.00002426845,0.00002020722,0.001075773,0.000005972731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722372,0.00300645,0.000225656,0.002190393,0.00003868427,0.00009987986,0.01589203,0.00002910179,0.006280638],"genre_scores_gemma":[0.9939521,0.001618787,0.000200633,0.0002601849,0.00001960333,0.00002193739,0.002951974,0.000004540697,0.0009702531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02566736,"threshold_uncertainty_score":0.1862305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04160053677173076,"score_gpt":0.3151093668523606,"score_spread":0.2735088300806298,"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."}}