{"id":"W4388871277","doi":"10.1161/circinterventions.123.012966","title":"Challenges and Future Directions in Redo Aortic Valve Reintervention After Transcatheter Aortic Valve Replacement Failure","year":2023,"lang":"en","type":"review","venue":"Circulation Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Cardiology; Aortic valve; Internal medicine; Aortic valve replacement; Valve replacement; Surgery; 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":[0.000793215,0.0006920077,0.002462363,0.00101895,0.000129321,0.00008754877,0.0001119874,0.0004965875,0.0001575154],"category_scores_gemma":[0.00007795673,0.0006507058,0.06142395,0.0006549792,0.00007513801,0.0001944388,0.00009351168,0.0005158265,0.0001590155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000611237,"about_ca_system_score_gemma":0.0001024582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004214733,"about_ca_topic_score_gemma":0.00006226762,"domain_scores_codex":[0.9955204,0.0006136241,0.001489582,0.001258495,0.0006535074,0.0004644195],"domain_scores_gemma":[0.9977779,0.00006893528,0.000324699,0.001380081,0.000181319,0.0002670331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002693063,0.0004813681,0.0005900345,0.0346741,0.05079589,0.00001895187,0.0002852783,0.000008507519,4.653482e-8,0.00007368712,0.00004136129,0.9130039],"study_design_scores_gemma":[0.002670589,0.0002593897,0.2550073,0.07055203,0.1216274,0.0003377735,0.0004640081,0.00002881413,1.077601e-7,0.0002555002,0.5478069,0.0009901712],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008438969,0.9942986,0.0001959363,0.0001157442,0.0009000804,0.00301826,0.0001676323,0.0002181431,0.0002417297],"genre_scores_gemma":[0.02295217,0.9721086,0.00004678902,0.000009627717,0.0005945505,0.00274753,0.00113942,0.0001798266,0.0002214713],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9120136,"threshold_uncertainty_score":0.9995944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06309435085031345,"score_gpt":0.3690754848114875,"score_spread":0.305981133961174,"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."}}