{"id":"W4402580908","doi":"10.1213/ane.0000000000007022","title":"Persistent Postoperative Opioid Use: Progressing From Risk Identification to Risk Reduction","year":2024,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; McMaster University; University of Toronto; Sunnybrook Health Science Centre","funders":"National Institute on Drug Abuse","keywords":"Medicine; Reduction (mathematics); Opioid; Identification (biology); Anesthesia; Risk assessment; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.008766457,0.0009432035,0.001461268,0.001869311,0.0009638632,0.005252382,0.001760383,0.003801685,0.002465365],"category_scores_gemma":[0.03690363,0.0005055508,0.001358313,0.0009845669,0.002824757,0.004970511,0.001018318,0.01273945,0.001436412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001712548,"about_ca_system_score_gemma":0.003453985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001707877,"about_ca_topic_score_gemma":0.002591796,"domain_scores_codex":[0.9949595,0.001501394,0.0009260805,0.0005305586,0.001906728,0.0001757633],"domain_scores_gemma":[0.9608837,0.02600477,0.001464237,0.0005207917,0.009872444,0.001254093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001949809,0.00004656666,0.001098434,0.001735091,0.0001218775,0.0001481158,0.0002059318,0.0002861316,0.0001813769,0.006454308,0.7272616,0.2622656],"study_design_scores_gemma":[0.00007682404,0.0002494467,0.001646314,0.004755542,0.0001892346,0.000663918,0.0003085192,0.00220775,0.0004442028,0.01933771,0.9700252,0.00009535292],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.000818834,0.2650546,0.004956319,0.3103575,0.4156803,0.0000565201,0.0001105312,0.0001590828,0.002806384],"genre_scores_gemma":[0.005154778,0.2203009,0.002696076,0.03788296,0.7314989,0.00003811941,0.00005894395,0.0001164108,0.002252777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008766457,"threshold_uncertainty_score":0.04636198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0162173157572259,"score_gpt":0.27729327498422,"score_spread":0.2610759592269941,"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."}}