{"id":"W4380794586","doi":"10.1161/circ.146.suppl_1.11422","title":"Abstract 11422: Factors Associated With Improvement of Left Ventricular Function After Catheter Ablation for Atrial Fibrillation in Patients With Heart Failure: A Multicenter Cohort","year":2022,"lang":"en","type":"article","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ejection fraction; Cardiology; Internal medicine; Atrial fibrillation; Heart failure; Catheter ablation; Radiofrequency ablation; Canadian Cardiovascular Society; Ablation; Myocardial infarction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007302396,0.0003120322,0.0004418195,0.000494718,0.0003627419,0.0005466408,0.0003082952,0.0003978399,0.001739696],"category_scores_gemma":[0.001395934,0.000235714,0.0005149625,0.000592405,0.0001871519,0.0004075811,0.0003637688,0.0004523088,0.0003530548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439264,"about_ca_system_score_gemma":0.0002392517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001540881,"about_ca_topic_score_gemma":0.001389728,"domain_scores_codex":[0.9996481,0.00008810435,0.00003834047,0.00009012379,0.00006273847,0.00007265044],"domain_scores_gemma":[0.9991226,0.0001074967,0.0003764967,0.00007408593,0.00008390969,0.0002354114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009173957,0.00003209395,0.9991753,0.00000387749,0.00002456154,0.00003752263,0.00002448887,0.000008186302,0.0001017742,0.000003227121,0.00006111732,0.0004361111],"study_design_scores_gemma":[0.00001349176,0.0001255427,0.9993724,0.00000420188,0.00002277198,0.0001847112,0.00007047627,0.00006553205,0.00001758764,0.00000582034,0.0001155956,0.000001861013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993736,0.0001201279,0.00003627515,0.00003076568,0.000005279268,0.000008187934,0.0002330986,0.000001296065,0.0001914528],"genre_scores_gemma":[0.999254,0.00008020092,0.00004114236,0.00003164133,0.00002211931,0.00001678911,0.000426468,0.000001603966,0.0001258594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001739696,"threshold_uncertainty_score":0.005819917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01673879818707182,"score_gpt":0.2431367649087993,"score_spread":0.2263979667217275,"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."}}