{"id":"W2097902237","doi":"10.1016/s0735-1097(00)01202-x","title":"Prediction of operative mortality after valve replacement surgery","year":2001,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":418,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Aortic valve replacement; Mitral valve replacement; Valve replacement; Surgery; Cardiology; Population; Coronary artery bypass surgery; Cardiac surgery; Internal medicine; Myocardial infarction; EuroSCORE; Mitral valve; Artery; Stenosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003896029,0.0001045189,0.001002547,0.0001035966,0.00002379647,0.000001204757,0.00006781407,0.00002966119,0.00003006964],"category_scores_gemma":[0.0001839055,0.00006394365,0.002412414,0.0002541781,0.0002947879,0.0000389157,0.00004211279,0.0001037109,6.142231e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028269,"about_ca_system_score_gemma":0.0002547741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002558905,"about_ca_topic_score_gemma":6.899874e-7,"domain_scores_codex":[0.998628,0.0002673696,0.0005619057,0.0001045711,0.0003098009,0.0001283343],"domain_scores_gemma":[0.9983211,0.0001543561,0.0007391405,0.0003122762,0.0003881903,0.00008490596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002686868,0.00009709206,0.9885704,0.00001718697,0.004441932,0.00009751241,0.00002104034,0.0001210372,0.0003023848,0.00001081784,0.003381005,0.000252737],"study_design_scores_gemma":[0.0008431371,0.0008579425,0.994344,0.00007591823,0.001798123,0.0005335647,0.0003434145,0.000005728083,0.0003105091,0.00004522954,0.0008036488,0.00003876601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974303,0.0005397677,0.00006045564,0.0003195233,0.0004422881,0.0001940224,0.0002767216,0.000002612731,0.0007342821],"genre_scores_gemma":[0.9988714,0.0005731303,0.00005918578,0.0001407346,0.0002626054,0.000007671654,0.000002897039,0.000008904374,0.00007349126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005773632,"threshold_uncertainty_score":0.2607546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02381525678867888,"score_gpt":0.3299762465404315,"score_spread":0.3061609897517527,"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."}}