{"id":"W4389305414","doi":"10.1097/as9.0000000000000365","title":"Physician Characteristics Associated With Opioid Prescribing After Same-Day Breast Surgery in Ontario, Canada: A Population-Based Cohort Study","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery Open","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Medicine; Specialty; Medical prescription; Percentile; Opioid; Cohort; Family medicine; Poisson regression; Population; Cohort study; Internal medicine; Emergency medicine; Nursing","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":[0.000643119,0.0003464568,0.0004990958,0.001071605,0.002625395,0.001221146,0.001249124,0.0007025597,0.002142342],"category_scores_gemma":[0.002372531,0.0006254191,0.0006616511,0.003694197,0.0007183901,0.0005483483,0.0008888041,0.0009220677,0.0002814619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0166734,"about_ca_system_score_gemma":0.02085869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9794303,"about_ca_topic_score_gemma":0.9873197,"domain_scores_codex":[0.9986244,0.00009056766,0.0001054792,0.0002515977,0.0005251273,0.0004028369],"domain_scores_gemma":[0.9969317,0.0001653468,0.001130532,0.0001440396,0.000942234,0.0006861209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002549702,0.00002592149,0.9985058,0.00001393967,0.00002614135,0.00005162326,0.000344118,0.00002262131,0.00006823108,0.00001800959,0.0003998523,0.0004983257],"study_design_scores_gemma":[0.000005861974,0.00001848667,0.9989856,0.00001393242,0.0000131101,0.00004624478,0.0004955638,0.0001204154,0.0000109132,0.000007484085,0.0002775915,0.000004782534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947851,0.0003577269,0.00008294343,0.000293484,0.00001155218,0.00006537187,0.003378727,0.000007939846,0.001017139],"genre_scores_gemma":[0.9975851,0.0003142061,0.0001253227,0.000129593,0.000009089279,0.00002769475,0.00118735,0.000004000619,0.0006177707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02056968,"threshold_uncertainty_score":0.1209745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05959657828863253,"score_gpt":0.28794800276817,"score_spread":0.2283514244795375,"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."}}