{"id":"W4283380008","doi":"10.1002/clc.23879","title":"Stage‐based approach to predict left ventricular reverse remodeling after mitral repair","year":2022,"lang":"en","type":"article","venue":"Clinical Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Ventricular remodeling; Mitral valve repair; Ejection fraction; Cardiology; Internal medicine; Perioperative; Mitral valve; Univariate analysis; Heart failure; Surgery; Multivariate analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001874868,0.000483571,0.000638469,0.0004375542,0.0001297154,0.0003345946,0.0003544244,0.0003577039,0.001287639],"category_scores_gemma":[0.002881482,0.0001427161,0.0006777201,0.0002609643,0.0002449716,0.0002814898,0.0002255466,0.0003834186,0.0001278748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340867,"about_ca_system_score_gemma":0.000441542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003087958,"about_ca_topic_score_gemma":0.00134375,"domain_scores_codex":[0.9995142,0.0002789885,0.00005087027,0.00005337991,0.00006694695,0.00003560976],"domain_scores_gemma":[0.9976429,0.001010945,0.0007602321,0.0001225945,0.0001606256,0.000302648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06034055,0.0006410641,0.8884488,0.0002225015,0.0007157772,0.00004111246,0.00004930533,0.00162512,0.002061598,0.0001236642,0.0004206545,0.04530974],"study_design_scores_gemma":[0.01095342,0.04152677,0.922799,0.0001318426,0.001825115,0.0004662345,0.0001206714,0.01733561,0.002439232,0.001011777,0.001315546,0.00007472204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951853,0.002054822,0.001350311,0.0001751426,0.00006843728,0.0002054077,0.0002789368,0.00001518402,0.0006665465],"genre_scores_gemma":[0.9973994,0.0003019696,0.001615368,0.00005970831,0.00005722581,0.0001325231,0.0002464968,0.000002204114,0.0001851259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001874868,"threshold_uncertainty_score":0.009915352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04792396003610932,"score_gpt":0.3837707580263333,"score_spread":0.3358467979902239,"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."}}