{"id":"W4386232630","doi":"10.1016/j.jacc.2023.06.029","title":"Ablation to Reduce Atrial Fibrillation Burden and Improve Outcomes","year":2023,"lang":"en","type":"review","venue":"Journal of the American College of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"National Institute on Aging","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Cardiology; Internal medicine; Cardiac Ablation; Ablation; Ablation of atrial fibrillation; Cardiac arrhythmia; Disease burden; Intensive care medicine; Disease","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":[0.001022833,0.0007482194,0.00272434,0.0018913,0.0002101999,0.0008866261,0.0006990343,0.001130729,0.007566312],"category_scores_gemma":[0.003818432,0.0002730646,0.002304188,0.001324665,0.000214499,0.0006272924,0.0005697667,0.001557023,0.0007273628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000489634,"about_ca_system_score_gemma":0.001133423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001795146,"about_ca_topic_score_gemma":0.00467879,"domain_scores_codex":[0.9995081,0.0001204022,0.0001184883,0.00006907093,0.0001492792,0.00003465035],"domain_scores_gemma":[0.9987463,0.0008316838,0.0002518058,0.00002043779,0.0001115536,0.00003819929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004457334,0.0001564856,0.001018233,0.116473,0.00716413,0.0001012096,0.00005599902,0.0004367462,0.0005229452,0.0019303,0.02831184,0.8433834],"study_design_scores_gemma":[0.002939154,0.00157261,0.0311369,0.2060017,0.08027986,0.001904269,0.000298966,0.001332719,0.001003474,0.009324027,0.6640374,0.0001689222],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001810011,0.9987771,0.00008385476,0.0002641131,0.0002035512,0.000008984998,0.00003583854,0.00000728876,0.0004383507],"genre_scores_gemma":[0.003735886,0.9947032,0.0002742487,0.0005896864,0.0003946027,0.0000184816,0.00006068275,0.000001938883,0.0002212978],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007566312,"threshold_uncertainty_score":0.02531183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07147846420358235,"score_gpt":0.3877389393668705,"score_spread":0.3162604751632882,"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."}}