{"id":"W3126462386","doi":"10.1161/circinterventions.121.010483","title":"Malnutrition and Transcatheter Aortic Valve Replacement","year":2021,"lang":"en","type":"letter","venue":"Circulation Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Stenosis; Internal medicine; Aortic valve replacement; Cardiology; Malnutrition; Aortic valve stenosis; Valve replacement; Population; Heart failure; Environmental health","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":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.0002212735,0.0003545588,0.000877464,0.0002616568,0.0001339875,0.0001028044,0.00005096009,0.0004452661,0.0004294593],"category_scores_gemma":[0.00004462553,0.0003743147,0.03728858,0.0001911104,0.00006370324,0.0000905803,0.00004228328,0.0005487298,0.0000508719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002521682,"about_ca_system_score_gemma":0.00007201907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000324359,"about_ca_topic_score_gemma":6.426275e-7,"domain_scores_codex":[0.9974825,0.0002295808,0.0005513308,0.0007611332,0.000680236,0.0002951624],"domain_scores_gemma":[0.9984232,0.00003287513,0.0001218958,0.001002587,0.000291455,0.000128018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001390834,0.001648663,0.07032481,0.01969331,0.3886806,0.0007104372,0.0003825265,0.0001908697,0.00004766095,0.0000831397,0.4843776,0.03372128],"study_design_scores_gemma":[0.006779949,0.0002835356,0.5174136,0.005797221,0.09546418,0.001035693,0.0001446427,0.0001159475,0.00002416485,0.000402862,0.3715074,0.001030836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1454534,0.5255499,0.04162421,0.2626219,0.005010688,0.01094498,0.002095765,0.000911916,0.005787173],"genre_scores_gemma":[0.9189023,0.001938508,0.000354528,0.05520696,0.003040701,0.0008749309,0.0177311,0.0002123851,0.001738549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7734489,"threshold_uncertainty_score":0.9998709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04008098140915891,"score_gpt":0.3246436151635313,"score_spread":0.2845626337543724,"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."}}