{"id":"W4289856670","doi":"10.1016/j.shj.2022.100077","title":"Transcatheter Aortic Valve Implantation for Bioprosthetic Valve Failure: Placement of Aortic Transcatheter Valves 3 Aortic Valve-in-Valve Study","year":2022,"lang":"en","type":"article","venue":"Structural Heart","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; St. Paul's Hospital; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Edwards Lifesciences","keywords":"Medicine; Cardiology; Aortic valve; Internal medicine; Regurgitation (circulation); Heart valve; Heart failure; Surgery; Clinical endpoint; Randomized controlled trial","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"],"consensus_categories":[],"category_scores_codex":[0.0003538289,0.000594453,0.001112817,0.0003944379,0.0003220911,0.0000419992,0.0002050553,0.0001015999,0.0005335523],"category_scores_gemma":[0.00002702248,0.0005147403,0.008382418,0.000486629,0.0001233244,0.000165686,0.0000646456,0.0003350431,0.00001624857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003743843,"about_ca_system_score_gemma":0.0002090113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002538096,"about_ca_topic_score_gemma":0.00002839323,"domain_scores_codex":[0.9958835,0.0002404595,0.001112336,0.0009064098,0.0009866157,0.0008707368],"domain_scores_gemma":[0.9984334,0.0001604669,0.0002494258,0.0007013577,0.0001477536,0.0003076181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004403546,0.003603877,0.933342,0.001341711,0.01433811,0.00001320794,0.01909067,0.0005784082,0.009930386,0.0001346524,0.0001768375,0.01304656],"study_design_scores_gemma":[0.01081103,0.00496338,0.9674495,0.0001120445,0.008373543,0.0001207376,0.004793958,0.0004574413,0.001068204,0.001170798,0.00007406931,0.0006053249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992013,0.0009590526,0.00003671017,0.0002977663,0.0005982022,0.005349994,0.0006190476,0.00008729212,0.00003894195],"genre_scores_gemma":[0.9974682,0.00001475667,0.0003277325,0.0002431006,0.0001078639,0.001209218,0.0004270336,0.0001097848,0.00009229955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03410744,"threshold_uncertainty_score":0.9997304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524803874114916,"score_gpt":0.3307032063345209,"score_spread":0.3154551675933718,"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."}}