{"id":"W4379742954","doi":"10.1016/j.jcin.2023.03.035","title":"Bioprosthetic Valve Remodeling in Nonfracturable Surgical Valves","year":2023,"lang":"en","type":"article","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia; Vancouver General Hospital; St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Heart valve; Valve replacement; Medicine; Cardiology; Aortic valve; Internal medicine; 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":["metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006021158,0.0002197723,0.0006583344,0.0004358963,0.0001054779,0.00005020946,0.00009551502,0.0001117312,0.0002261396],"category_scores_gemma":[0.0001007429,0.0001981637,0.02215282,0.0008158282,0.00004636546,0.0001121576,0.0001022651,0.000216593,0.0008258042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001548629,"about_ca_system_score_gemma":0.00006962197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002523544,"about_ca_topic_score_gemma":0.000007871853,"domain_scores_codex":[0.9980153,0.0001210046,0.0004562811,0.0004810286,0.00049562,0.0004307496],"domain_scores_gemma":[0.9988365,0.00004830026,0.00004795088,0.0007604501,0.0001154787,0.0001913774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009351107,0.005598509,0.5612882,0.004443629,0.1104626,0.009511027,0.001138684,0.06412247,0.0002674941,0.002144338,0.008895484,0.2311924],"study_design_scores_gemma":[0.00946489,0.0002644972,0.9489099,0.002318674,0.009171556,0.0005686065,0.0006119121,0.002054978,0.0001606469,0.001212957,0.02464345,0.0006179291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729503,0.01945917,0.0002744648,0.0003166971,0.0004904227,0.0008693817,0.00006177825,0.0003238811,0.005253848],"genre_scores_gemma":[0.99694,0.0008955535,0.0001290005,0.00002948741,0.0001456493,0.0001693412,0.0002958559,0.00004916741,0.001345944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3876217,"threshold_uncertainty_score":0.9999522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04373676979082976,"score_gpt":0.3810662781504259,"score_spread":0.3373295083595962,"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."}}