{"id":"W3191213215","doi":"10.1016/j.jcin.2021.06.011","title":"Nationally Representative Repeat Transcatheter Aortic Valve Replacement Outcomes","year":2021,"lang":"en","type":"article","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"Duke Clinical Research Institute; St. Jude Medical; Ferring Pharmaceuticals; Bayer Fund; Abbott Vascular; Boston VA Research Institute; Boston Scientific Corporation; Takeda Pharmaceuticals U.S.A.; Novo Nordisk; Medicines Company; Harvard Medical School; Boehringer Ingelheim; Edwards Lifesciences; Abbott Laboratories; CSL Behring; Chiesi Farmaceutici; Icahn School of Medicine at Mount Sinai; Biotronik; AstraZeneca; Cleveland Clinic; Bristol-Myers Squibb; Mayo Clinic; Merck; Belvoir Media Group; Center for Social Inclusion; Medtronic; American College of Cardiology Foundation","keywords":"Medicine; Valve replacement; Stroke (engine); Interquartile range; Surgery; Incidence (geometry); Adverse effect; Internal medicine; Cardiology; 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":[0.0003243255,0.0002427272,0.0006891904,0.0001348668,0.000139595,0.00006192321,0.0000791905,0.00007528004,0.001203558],"category_scores_gemma":[0.000275122,0.0002183885,0.04337877,0.0002716686,0.00005147592,0.0001256726,0.00008324513,0.0001543369,0.0002011185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000214964,"about_ca_system_score_gemma":0.0001249188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006395453,"about_ca_topic_score_gemma":0.000007770702,"domain_scores_codex":[0.9975342,0.000225895,0.0005383639,0.0006424157,0.0007805285,0.0002786078],"domain_scores_gemma":[0.9979585,0.00006762848,0.00008199021,0.00120293,0.000484625,0.0002043344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002630034,0.004107409,0.6508974,0.0008071566,0.3182271,0.0003632015,0.0007722294,0.000300953,0.0001250589,0.001363651,0.007162675,0.01561009],"study_design_scores_gemma":[0.004255357,0.0001589912,0.969272,0.0003757586,0.01908825,0.0001752173,0.0005485807,0.00001689659,0.0005165284,0.0003158318,0.005015518,0.0002610378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9109231,0.04597487,0.01408338,0.002296991,0.001693478,0.002258235,0.0004818362,0.0003519575,0.02193616],"genre_scores_gemma":[0.9906681,0.0002761117,0.0008364755,0.0002807435,0.0001155554,0.0003309659,0.0006420559,0.00004502072,0.006804993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3183746,"threshold_uncertainty_score":0.9997095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03430120919907227,"score_gpt":0.3720448026742355,"score_spread":0.3377435934751633,"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."}}