{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003839371,0.0002012375,0.0004577409,0.0005348882,0.00008194062,0.00004022201,0.00004352188,0.0000948235,0.0001355338],"category_scores_gemma":[0.002834627,0.0001920755,0.00008548396,0.0004875641,0.00003125008,0.0001815249,0.00005602613,0.0001369537,0.00005164907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001009701,"about_ca_system_score_gemma":0.0001475193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004084112,"about_ca_topic_score_gemma":0.00008853294,"domain_scores_codex":[0.9983639,0.00008049533,0.0004474065,0.0003554903,0.0003845306,0.0003681997],"domain_scores_gemma":[0.9879947,0.01152512,0.0001095494,0.0002055356,0.00002898432,0.0001361187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007838062,0.0001357405,0.9935661,0.0003083915,0.00008307739,0.0002214707,0.00117482,0.00004185873,0.0003167429,0.00001236069,0.0006666909,0.003394367],"study_design_scores_gemma":[0.0005682758,0.0000230246,0.9938844,0.000987823,0.0001066639,0.00003768284,0.000411489,0.003647053,0.0000453163,0.00003666134,0.00009310144,0.0001585054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964401,0.0001321426,0.0002967666,0.0002568901,0.002341785,0.0001953077,0.0001164766,0.0001930471,0.00002749639],"genre_scores_gemma":[0.9987993,0.0001566785,0.00002257222,0.00002219333,0.0001092393,0.0001454895,0.0006858181,0.00003695053,0.00002178456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01144463,"threshold_uncertainty_score":0.7832611,"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."}}