{"id":"W2236752835","doi":"","title":"Assessing the validity of cardiac surgery risk stratification systems for CABG patients in a single center.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"EuroSCORE; Medicine; Risk stratification; Receiver operating characteristic; Predictive value; Population; Predictive value of tests; Cardiac surgery; Positive predicative value; Risk assessment; Predictive validity; Internal medicine; Cardiology; Emergency medicine; Surgery; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008866464,0.0006080669,0.0005880783,0.002251342,0.0003761397,0.000795656,0.0007859553,0.0006150101,0.0008555802],"category_scores_gemma":[0.03264643,0.0004109956,0.0006474785,0.001444036,0.0005544218,0.0009090971,0.001092211,0.0004968139,0.0003459327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107247,"about_ca_system_score_gemma":0.00100326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004010613,"about_ca_topic_score_gemma":0.005248019,"domain_scores_codex":[0.9960554,0.001635542,0.0005529164,0.0005446351,0.0009921298,0.0002193202],"domain_scores_gemma":[0.9783806,0.008780298,0.007752853,0.001292145,0.002697321,0.001096729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009677227,0.00002345376,0.9974329,0.000008748404,0.00003995852,0.00001879062,0.00005475758,0.00009023213,0.0000477279,0.000005877732,0.00007842389,0.002102303],"study_design_scores_gemma":[0.0000407813,0.0003816926,0.9951079,0.00001818871,0.00005553826,0.0002109099,0.0002874676,0.003585315,0.0001258169,0.00005856937,0.0001181623,0.000009721482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998929,0.0001307202,0.0004086862,0.00005433231,0.00001119703,0.00004783625,0.0001940895,0.00001198912,0.0002121667],"genre_scores_gemma":[0.9987324,0.00004533567,0.000758553,0.00001755169,0.00001520598,0.00004264688,0.0003512062,0.000002819213,0.0000342678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008866464,"threshold_uncertainty_score":0.04689085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05774287595189359,"score_gpt":0.2796511602281723,"score_spread":0.2219082842762787,"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."}}