{"id":"W4408979578","doi":"10.21037/acs-2025-etavr-0019","title":"The future direction of post-transcatheter aortic valve replacement reinterventions: insights from the Transcatheter Valve Therapy Registry","year":2025,"lang":"en","type":"editorial","venue":"Annals of Cardiothoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Valve replacement; Cardiology; 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_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.00112631,0.0006221987,0.001752488,0.0002143527,0.0002529993,0.00007000979,0.0003385966,0.000699271,0.00004795992],"category_scores_gemma":[0.0006033291,0.0003637798,0.03042461,0.0003906691,0.0002609822,0.0001075782,0.00004946684,0.0006691616,0.000005395251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008305983,"about_ca_system_score_gemma":0.000724163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004972144,"about_ca_topic_score_gemma":0.00001949926,"domain_scores_codex":[0.9951432,0.0008308582,0.001354798,0.0007497031,0.001498819,0.0004226616],"domain_scores_gemma":[0.9911145,0.004270077,0.0009090748,0.002126733,0.001432742,0.0001468762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005277019,0.0006393573,0.004530129,0.0006180296,0.05209382,0.000005598974,0.0005223349,0.00000302027,0.00006638948,0.000007969546,0.8636281,0.0726082],"study_design_scores_gemma":[0.001105781,0.0004942546,0.05715625,0.003788582,0.01001781,0.000004079257,0.000619057,0.000001399794,0.001552762,0.0002797684,0.9244803,0.0004999143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.1039816,0.4196063,0.00004791571,0.002101939,0.4681709,0.00180324,0.003503762,0.00008306793,0.0007011514],"genre_scores_gemma":[0.4840086,0.2038094,0.00001501828,0.0005104566,0.3043694,0.000578481,0.004696484,0.0001892399,0.001822836],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.380027,"threshold_uncertainty_score":0.9998814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260516344318619,"score_gpt":0.3546201559623562,"score_spread":0.33201499251917,"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."}}