{"id":"W3111012019","doi":"10.1002/pds.5180","title":"Initial opioid prescription patterns and the risk of ongoing use and adverse outcomes","year":2020,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; Sunnybrook Health Science Centre; McMaster University; Women's College Hospital; University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Opioid; Medical prescription; Pharmacoepidemiology; Hazard ratio; Retrospective cohort study; Confidence interval; Population; Cohort study; Adverse effect; Emergency medicine; Opioid overdose; Anesthesia; Internal medicine; Pharmacology; Environmental health; (+)-Naloxone","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":[0.0007715085,0.0001646086,0.000541373,0.00003037299,0.000113551,0.000003891426,0.00003737535,0.00005990005,0.00003451003],"category_scores_gemma":[0.001220729,0.00009934865,0.00007399324,0.00003952086,0.0002984187,0.0001162675,0.0001037691,0.0002516898,0.000002101538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009224746,"about_ca_system_score_gemma":0.00002108376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008011863,"about_ca_topic_score_gemma":0.00002217796,"domain_scores_codex":[0.9983626,0.0007468983,0.0003817476,0.0002743784,0.00006605839,0.0001682989],"domain_scores_gemma":[0.9973905,0.002148989,0.0001669023,0.0001153591,0.00003141578,0.0001468386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001766632,0.0000455918,0.9895052,0.0001565381,0.0002970872,0.000007354464,0.004082936,0.00001189421,0.00008071027,0.0003756204,0.0002948634,0.003375592],"study_design_scores_gemma":[0.008806786,0.00008514401,0.9849518,0.0000360028,0.000756315,0.00001570046,0.0006182116,0.002924547,0.0001999791,0.0002083738,0.001305668,0.00009145347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983307,0.001816201,0.0004701512,0.0135702,0.0001013939,0.0005186611,0.000108594,0.0000304066,0.00007738888],"genre_scores_gemma":[0.9814873,0.01278866,0.0003559827,0.005214267,0.00007011367,0.00002039963,0.00003059022,0.00001059782,0.00002213761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01097246,"threshold_uncertainty_score":0.405132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03504711356589792,"score_gpt":0.3252950680172589,"score_spread":0.290247954451361,"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."}}