{"id":"W2803943598","doi":"10.1001/jamasurg.2018.1039","title":"Association of Opioid-Related Adverse Drug Events With Clinical and Cost Outcomes Among Surgical Patients in a Large Integrated Health Care Delivery System","year":2018,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":245,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; Mallinckrodt Pharmaceuticals; Pfizer; U.S. Department of Veterans Affairs","keywords":"Medicine; Adverse effect; Emergency medicine; Opioid; Retrospective cohort study; Confounding; Incidence (geometry); Logistic regression; Comorbidity; Internal medicine; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009426591,0.0002949973,0.0003701762,0.001269939,0.000692916,0.0009966665,0.0005713124,0.0003409046,0.001263834],"category_scores_gemma":[0.004346775,0.0003636128,0.0004478799,0.002300955,0.0004922431,0.0006631157,0.001230858,0.0007075294,0.00009483122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001780293,"about_ca_system_score_gemma":0.001736842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02829509,"about_ca_topic_score_gemma":0.04824759,"domain_scores_codex":[0.9985196,0.0003292653,0.0002374943,0.0002577489,0.0003509359,0.0003049824],"domain_scores_gemma":[0.9948738,0.000441094,0.003276173,0.0001203716,0.0004112554,0.0008772351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001455171,0.0000344287,0.9993697,0.000004329916,0.00002610721,0.00002632391,0.00003550682,0.00001427636,0.00002948203,0.000004614075,0.00005885348,0.0003817863],"study_design_scores_gemma":[0.000006768827,0.00005421285,0.9993539,0.000007607182,0.00001542478,0.00007067945,0.0002398908,0.0001846127,0.00001653861,0.000006645374,0.00004139313,0.000002259938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993677,0.0001111391,0.0000635316,0.00009430364,0.00000357618,0.00001331804,0.0002247873,0.000002860731,0.0001189514],"genre_scores_gemma":[0.9993911,0.0000889287,0.000104862,0.00007235992,0.00001309641,0.00001258113,0.0002856099,8.513479e-7,0.00003046895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02829509,"threshold_uncertainty_score":0.05626082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0092611965570396,"score_gpt":0.2814508542165508,"score_spread":0.2721896576595112,"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."}}