{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001667911,0.0005513269,0.001445774,0.002034265,0.0002749754,0.001593143,0.0006967132,0.001190743,0.004064791],"category_scores_gemma":[0.002965554,0.000228709,0.001190008,0.001697641,0.0004424529,0.001759988,0.0006499602,0.001692083,0.0008516881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005904369,"about_ca_system_score_gemma":0.002281012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001449499,"about_ca_topic_score_gemma":0.003559164,"domain_scores_codex":[0.9995099,0.0001397974,0.000121139,0.00005541542,0.0001354815,0.0000381492],"domain_scores_gemma":[0.9982424,0.00117001,0.0002029458,0.00002614788,0.0003072088,0.00005133524],"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":[0.0001011812,0.00007086255,0.000331226,0.06794411,0.0002737525,0.0002154807,0.0001799344,0.0003068928,0.0005701032,0.004369785,0.02468706,0.9009495],"study_design_scores_gemma":[0.00004406593,0.0001612394,0.001763896,0.05209921,0.0008778584,0.0014258,0.0003267896,0.0001909029,0.0002426647,0.004559687,0.9382731,0.00003478735],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008100075,0.9986638,0.00006236569,0.0006346382,0.0001523749,0.000003346264,0.0000116138,0.000003806396,0.0003871131],"genre_scores_gemma":[0.0005923419,0.9986797,0.0001487578,0.0003119393,0.0001293459,0.000004624942,0.00001332206,9.679524e-7,0.000118955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004064791,"threshold_uncertainty_score":0.01359808,"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."}}