{"id":"W4407290742","doi":"10.1503/cmaj.241542","title":"Effect of emergency department opioid prescribing on health outcomes","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; University of Calgary; University of Alberta; Queen's University; Alberta Health Services","funders":"","keywords":"Emergency department; Medicine; Medical emergency; Opioid; Opioid-Related Disorders; Emergency medicine; Data science; Family medicine; Computer science; Opioid epidemic; Psychiatry; Internal medicine","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":[0.002110363,0.0001813908,0.0003240359,0.0005368336,0.0002081403,0.0005420372,0.0003374778,0.0003069859,0.001991605],"category_scores_gemma":[0.01086906,0.0001167315,0.0006648543,0.0006808313,0.0003380247,0.0003118035,0.0005452153,0.0006552881,0.0001279356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006069298,"about_ca_system_score_gemma":0.0006401199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003777001,"about_ca_topic_score_gemma":0.003765276,"domain_scores_codex":[0.9980791,0.0008182517,0.0002136099,0.0002803873,0.0003543444,0.0002544266],"domain_scores_gemma":[0.9848459,0.004838946,0.008057125,0.0005098732,0.0006743594,0.001073838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003006137,0.00004884719,0.9961713,0.0000300104,0.0001949073,0.00003839637,0.00001394852,0.000150432,0.0000388566,0.00003603704,0.00009974963,0.002876982],"study_design_scores_gemma":[0.00001051119,0.000129153,0.9992099,0.00001652082,0.0000560447,0.0001037679,0.00002299206,0.0002556447,0.000044899,0.00005590654,0.00009228109,0.00000234542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966993,0.001304799,0.0001918848,0.0003612286,0.00001510107,0.00001374873,0.0005607804,0.000007001904,0.0008461433],"genre_scores_gemma":[0.9993654,0.0002090761,0.00008079356,0.0000490458,0.00001769393,0.000004305015,0.000209023,0.000001432807,0.00006309708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003777001,"threshold_uncertainty_score":0.01116079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008127865907592072,"score_gpt":0.3073213203427074,"score_spread":0.2991934544351153,"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."}}