{"id":"W4378374200","doi":"10.1177/22925503231172789","title":"Excess Opioid Medication and Variation in Prescribing Patterns Following Common Breast Plastic Surgeries","year":2023,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University; Dalhousie University","funders":"","keywords":"Medicine; Hydromorphone; Narcotic; Opioid; Medical prescription; Acetaminophen; Breast surgery; Hydrocodone; Anesthesia; Pharmacy; Emergency medicine; Oxycodone; Breast cancer; Internal medicine; Family medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0005289226,0.00009744788,0.0001825106,0.0006215415,0.0002282419,0.00039015,0.0002217202,0.0002239331,0.001304641],"category_scores_gemma":[0.003330123,0.0001084365,0.0002213301,0.0007652894,0.0002209143,0.0003256667,0.0003368871,0.0002527527,0.0001777396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002646683,"about_ca_system_score_gemma":0.0002329115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00324156,"about_ca_topic_score_gemma":0.006354261,"domain_scores_codex":[0.9991488,0.0002192661,0.0002064277,0.0001341351,0.0001997098,0.00009155823],"domain_scores_gemma":[0.996329,0.0008385415,0.002203302,0.000138663,0.0002353916,0.0002550269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004511907,0.00001734074,0.9971299,0.00001666032,0.00001961696,0.00005716011,0.0001656807,0.00002166694,0.0002281521,0.000005174972,0.00002912159,0.002264475],"study_design_scores_gemma":[7.706489e-7,0.0000407187,0.9992143,0.000006394576,0.000004460469,0.0002677514,0.0002646741,0.00006585659,0.00005589235,0.00000569659,0.00007130016,0.000002107642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994691,0.000137555,0.00005349445,0.00002482803,0.00000207828,0.000004888066,0.0001025282,0.00000188389,0.0002035742],"genre_scores_gemma":[0.9996209,0.0001120629,0.00008045618,0.00001691274,0.000003680429,0.000003611212,0.00010187,0.00000121894,0.00005918176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00324156,"threshold_uncertainty_score":0.006445408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02144456443375156,"score_gpt":0.2590475809260436,"score_spread":0.2376030164922921,"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."}}