{"id":"W4410086820","doi":"10.1161/circulationaha.124.070411","title":"Evidence Generation and Implementation of Transcatheter Interventions for Atrioventricular Valvular Heart Disease in Heart Failure: Current Status and Future Directions","year":2025,"lang":"en","type":"review","venue":"Circulation","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Cardiology; valvular heart disease; Heart failure; Internal medicine; Heart disease; Heart valve; Clinical trial; Atrioventricular valve; Mitral regurgitation; Intensive care medicine","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":[0.01268926,0.00128892,0.004707608,0.004787168,0.0004433161,0.003352413,0.002698189,0.003140721,0.006986565],"category_scores_gemma":[0.02646667,0.000603739,0.003496812,0.004296109,0.001068763,0.0033725,0.001748837,0.003444647,0.000990783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002615857,"about_ca_system_score_gemma":0.01338263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003159046,"about_ca_topic_score_gemma":0.005643921,"domain_scores_codex":[0.9955515,0.00172307,0.001232886,0.0003152657,0.0009912252,0.0001861102],"domain_scores_gemma":[0.9663184,0.02692909,0.002866624,0.0004596639,0.002965282,0.0004609547],"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":[0.0001382481,0.00004953155,0.0001935922,0.2767853,0.0008870878,0.00006899234,0.000120083,0.0003510432,0.0002129415,0.005837057,0.008859917,0.7064962],"study_design_scores_gemma":[0.0002090474,0.0001893972,0.001534071,0.6216452,0.004284308,0.000345971,0.0002893488,0.0002844436,0.0002613591,0.00971893,0.3611912,0.00004674387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005806909,0.9980427,0.0001211794,0.001190281,0.0002141731,0.00002105615,0.00002470467,0.000005163493,0.0003226009],"genre_scores_gemma":[0.0008850652,0.9976737,0.0005831225,0.0006030021,0.0001342948,0.00002965639,0.00003164484,0.000002266252,0.00005727873],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01268926,"threshold_uncertainty_score":0.06710804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05922802864031519,"score_gpt":0.4363784975683062,"score_spread":0.377150468927991,"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."}}