{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008385523,0.0001943273,0.0008345569,0.00007709753,0.000118739,0.00000584386,0.0001065735,0.0001366116,0.0002610373],"category_scores_gemma":[0.0004149685,0.0001746632,0.004375997,0.0001644162,0.00008336103,0.00002108683,0.0002160623,0.000451235,0.00005304379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001957664,"about_ca_system_score_gemma":0.0002258912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001983673,"about_ca_topic_score_gemma":1.408354e-7,"domain_scores_codex":[0.9973843,0.0005825001,0.0005662765,0.0007278273,0.0003293787,0.0004097302],"domain_scores_gemma":[0.9984559,0.0001807159,0.00007309286,0.000756673,0.00008642573,0.0004471246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001993178,0.0004116145,0.9774164,0.00004256583,0.001264626,0.001038821,0.00001741683,0.008636286,0.000002122061,0.00002331485,0.00877838,0.0003752615],"study_design_scores_gemma":[0.00400662,0.001270428,0.9189255,0.00001533982,0.002088311,0.0001326825,0.0001428091,0.002696845,0.000001125921,0.00003354135,0.07045463,0.0002322091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914633,0.001029364,0.001221692,0.0003433866,0.0009619338,0.0009734737,0.0003136921,0.0001951033,0.003498059],"genre_scores_gemma":[0.9923406,0.00001944002,0.001693616,0.004246423,0.0006040913,0.0002294756,0.0003307227,0.00003536135,0.0005003209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06167625,"threshold_uncertainty_score":0.712256,"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."}}