{"id":"W2047175130","doi":"10.1055/s-2002-33097","title":"Risk Stratification Scores for Predicting Mortality in Coronary Artery Bypass Surgery","year":2002,"lang":"en","type":"article","venue":"The Thoracic and Cardiovascular Surgeon","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Cardiovascular Society","keywords":"Risk stratification; Medicine; Cardiology; Internal medicine; Coronary artery bypass surgery; Stratification (seeds); Artery","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":[0.004534618,0.0009056674,0.0004589748,0.002593645,0.000176269,0.0004757704,0.0003527527,0.0004102448,0.0008145843],"category_scores_gemma":[0.01824765,0.0001341413,0.0006965632,0.0009800703,0.0003276817,0.0005842182,0.000556559,0.0005437642,0.0001959529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004754483,"about_ca_system_score_gemma":0.0004647716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001425387,"about_ca_topic_score_gemma":0.001217849,"domain_scores_codex":[0.9980089,0.001127513,0.0001766588,0.00009643079,0.0004646586,0.0001257735],"domain_scores_gemma":[0.9916462,0.004254547,0.002210289,0.0002300046,0.001131553,0.0005275181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001371784,0.00006441289,0.962491,0.00004678725,0.0003154044,0.00005872338,0.00006129223,0.001584726,0.000151234,0.0001188062,0.0006972816,0.03303855],"study_design_scores_gemma":[0.000492896,0.002773765,0.9460302,0.0001148137,0.0004265289,0.000685049,0.0002686792,0.04582335,0.0006967413,0.001593949,0.001037529,0.00005652323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945413,0.00130809,0.002594322,0.0002560582,0.00005673548,0.00009435741,0.0002078342,0.00006201248,0.0008792297],"genre_scores_gemma":[0.9968818,0.0001530287,0.002541056,0.00002080661,0.00003433415,0.00004636452,0.0002426669,0.000003516336,0.00007629636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004534618,"threshold_uncertainty_score":0.02398163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03753742590165611,"score_gpt":0.2728311222113716,"score_spread":0.2352936963097155,"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."}}