{"id":"W2604218470","doi":"10.1213/ane.0000000000001960","title":"The Association of Frailty With Outcomes and Resource Use After Emergency General Surgery: A Population-Based Cohort Study","year":2017,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Frailty in Older Adults","field":"Medicine","cited_by":182,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Hazard ratio; Confounding; Confidence interval; Intensive care unit; Population; Medical diagnosis; Cohort study; Emergency medicine; Intensive care medicine; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007388343,0.000199187,0.0004788193,0.00008140031,0.0003679131,0.00008913867,0.0001392999,0.00008987434,0.00003051946],"category_scores_gemma":[0.0005080502,0.0001263176,0.0001120368,0.00009701146,0.00006516334,0.0001603456,0.00001871591,0.0001331604,0.000003682979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000732567,"about_ca_system_score_gemma":0.00006551755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002830475,"about_ca_topic_score_gemma":0.001937756,"domain_scores_codex":[0.9982628,0.000157654,0.0004039062,0.0002952447,0.0006244464,0.0002559402],"domain_scores_gemma":[0.9979253,0.0003734436,0.0005029837,0.0009044909,0.0001927273,0.0001010278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002575909,0.0001438909,0.9973304,0.00001940509,0.0002203205,0.00009752419,0.0001308413,0.000005381112,0.000004437137,0.00001984039,0.001251674,0.0005186577],"study_design_scores_gemma":[0.0007859255,0.0001630942,0.9969884,0.00004559167,0.0003352324,0.00001727406,0.00005302927,0.0001340699,0.00001627771,0.00001250022,0.001303835,0.0001448098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932315,0.00006566548,0.000007820482,0.005879664,0.0000259652,0.0006981018,0.00000258305,0.0000322887,0.00005640059],"genre_scores_gemma":[0.9963861,0.00002223642,0.0001205585,0.00024068,0.00005429372,0.00007604214,0.00002534981,0.00003122821,0.003043477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005638984,"threshold_uncertainty_score":0.5151081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01882617099317768,"score_gpt":0.2762458645343845,"score_spread":0.2574196935412068,"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."}}