{"id":"W2755313793","doi":"10.1016/j.joa.2017.08.001","title":"2017 HRS/EHRA/ECAS/APHRS/SOLAECE expert consensus statement on catheter and surgical ablation of atrial fibrillation: Executive summary","year":2017,"lang":"en","type":"article","venue":"Journal of Arrhythmia","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":706,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center; University of Toronto; McGill University; Université de Montréal; Montreal Heart Institute","funders":"National Center for Advancing Translational Sciences; National Institute on Deafness and Other Communication Disorders; National Heart, Lung, and Blood Institute; U.S. Food and Drug Administration","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Ablation; Cardiology; Catheter; Internal medicine; Heart Rhythm; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006762136,0.000168471,0.0005468719,0.0001549257,0.0001928757,0.00006453455,0.00007349293,0.00009829177,0.0001374424],"category_scores_gemma":[0.0002922798,0.0001274076,0.0003352455,0.00004282343,0.0001346345,0.0002231818,0.00005083265,0.0001438556,0.000009432682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008676126,"about_ca_system_score_gemma":0.00008633234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002154662,"about_ca_topic_score_gemma":0.00000299582,"domain_scores_codex":[0.9982535,0.00008324367,0.0008079124,0.0001657884,0.0005215533,0.0001680216],"domain_scores_gemma":[0.9977741,0.0002972089,0.001185878,0.000314853,0.0002821637,0.00014578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.06443402,0.00008306104,0.519329,0.0005642188,0.004288222,0.004871239,0.007235258,0.004695204,0.003212068,0.003483518,0.09457305,0.2932311],"study_design_scores_gemma":[0.02007072,0.003145461,0.2485272,0.000844989,0.0005494778,0.001227771,0.0004790594,0.001687728,0.00166325,0.0004471777,0.7208986,0.0004585666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808695,0.001267864,0.00004591439,0.01019615,0.0008376204,0.0003801665,0.0000112471,0.00001068031,0.006380835],"genre_scores_gemma":[0.9871246,0.001533484,0.0009578929,0.00004831743,0.00611618,2.320155e-7,0.000007052814,0.00001753492,0.004194659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6263256,"threshold_uncertainty_score":0.5195531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06871407951396637,"score_gpt":0.366318226544231,"score_spread":0.2976041470302647,"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."}}