{"id":"W2318823222","doi":"10.1177/021849230000800207","title":"Bioprostheses and Mechanical Prostheses Predictors of Performance","year":2000,"lang":"en","type":"article","venue":"Asian Cardiovascular and Thoracic Annals","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cardiology; Mitral valve replacement; Internal medicine; Aortic valve replacement; Mitral valve; Aortic valve; Surgery; Valve replacement; 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":[0.0002528298,0.0001695657,0.0005475241,0.00006162716,0.0000733543,0.00001839171,0.00003238941,0.00007954296,0.00007200325],"category_scores_gemma":[0.00002441199,0.0001294332,0.0009821464,0.0001304305,0.0001348599,0.00009439973,0.00002497136,0.00007274751,0.00001050942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006587214,"about_ca_system_score_gemma":0.00003382565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001777493,"about_ca_topic_score_gemma":1.494366e-7,"domain_scores_codex":[0.9989258,0.00005618089,0.0001910733,0.0003009798,0.0003172269,0.0002087074],"domain_scores_gemma":[0.9993261,0.00001483201,0.00002808394,0.0003491445,0.00006840102,0.0002134495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004242887,0.000134217,0.2028049,0.0003469334,0.004729299,0.00004585116,0.0001624765,0.000002775364,0.00003435671,0.00007175533,0.00003588968,0.7912073],"study_design_scores_gemma":[0.001012434,0.0006314556,0.9711294,0.0003255355,0.00273683,0.000342475,0.0002003798,0.00003425302,0.003843822,0.00009850181,0.01942235,0.0002225731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703961,0.02269388,0.00001265678,0.0001277513,0.00002634166,0.000402764,0.00003808268,0.00003514701,0.006267271],"genre_scores_gemma":[0.991164,0.008306974,0.00007387389,0.00006618335,0.00007817791,0.00002664137,0.00001815474,0.00002072119,0.0002452861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7909847,"threshold_uncertainty_score":0.5278133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938564592879656,"score_gpt":0.3157796924364419,"score_spread":0.2963940465076454,"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."}}