{"id":"W2791827025","doi":"10.1097/aln.0000000000002124","title":"Association of Polypharmacy with Survival, Complications, and Healthcare Resource Use after Elective Noncardiac Surgery","year":2018,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Polypharmacy; Medicine; Comorbidity; Medical prescription; Perioperative; Hazard ratio; Emergency medicine; Elective surgery; Geriatrics; Population; Intensive care medicine; Internal medicine; Surgery; Psychiatry; Environmental health; Confidence interval","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":[0.001473633,0.0002193885,0.0002632629,0.0005711844,0.000306968,0.0005430318,0.0003666025,0.0003139934,0.00120949],"category_scores_gemma":[0.007445888,0.0001753738,0.0009124376,0.0008084479,0.0002166469,0.0002925196,0.0005268576,0.0006457228,0.00008490653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180437,"about_ca_system_score_gemma":0.001377115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04132134,"about_ca_topic_score_gemma":0.07391514,"domain_scores_codex":[0.9988571,0.0002963879,0.0001831211,0.0001972175,0.0002851944,0.0001809455],"domain_scores_gemma":[0.9928289,0.001865696,0.003604649,0.0003720678,0.0006326957,0.0006960535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009261037,0.00001649228,0.9990153,0.00001468111,0.0001015049,0.00001261039,0.00001202704,0.00005325769,0.00002234553,0.000007652087,0.00006862084,0.0005828202],"study_design_scores_gemma":[0.000005293303,0.00003819092,0.9994822,0.00001122149,0.00004777545,0.00003581002,0.00002001169,0.0002479824,0.00002267831,0.00001609205,0.00007001578,0.000002617318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976566,0.000465301,0.00009376781,0.0001502988,0.000007880074,0.00001463397,0.001176557,0.000003198659,0.0004318794],"genre_scores_gemma":[0.9989631,0.0001660656,0.00009436557,0.00003611471,0.00001070365,0.000009157444,0.000641625,0.000001179034,0.00007767203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04132134,"threshold_uncertainty_score":0.08216166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02241018761685902,"score_gpt":0.2851032282720945,"score_spread":0.2626930406552355,"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."}}