{"id":"W4210511356","doi":"10.1161/circep.121.010304","title":"Arrhythmic Burden and the Risk of Cardiovascular Outcomes in Patients With Paroxysmal Atrial Fibrillation and Cardiac Implanted Electronic Devices","year":2022,"lang":"en","type":"article","venue":"Circulation Arrhythmia and Electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta","funders":"American Heart Association; Canadian Institutes of Health Research; National Institutes of Health; Allergan; St. Jude Medical; ARCA Biopharma; Merit Medical Systems; MyoKardia; National Heart, Lung, and Blood Institute; LivaNova; Boston Scientific Corporation; Sanofi","keywords":"Paroxysmal atrial fibrillation; Atrial fibrillation; Sudden cardiac death; Adverse effect; Cardiac arrhythmia; Electrocardiography; Stroke (engine)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00119147,0.0001828425,0.0002674877,0.000494835,0.0002030158,0.0006277529,0.0002442871,0.0003950986,0.001577861],"category_scores_gemma":[0.006518499,0.0001645847,0.0004437541,0.0006648403,0.0001876591,0.0004342441,0.0004605418,0.0007472827,0.0001606936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001880572,"about_ca_system_score_gemma":0.0001753907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007479666,"about_ca_topic_score_gemma":0.001308606,"domain_scores_codex":[0.9994534,0.0001891106,0.00007963002,0.0001046866,0.0001150824,0.00005812832],"domain_scores_gemma":[0.9931479,0.001705907,0.003949975,0.0004104871,0.0003173947,0.0004683671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00018403,0.00004875849,0.997705,0.00001201136,0.0001084613,0.0000192418,0.00002678146,0.00007157629,0.00007784507,0.00002336731,0.00005447668,0.001668406],"study_design_scores_gemma":[0.000009500907,0.00008020264,0.9994146,0.000004884905,0.0000383029,0.00009035468,0.00002457593,0.0001744777,0.00002228283,0.000065735,0.00007333241,0.000001865925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979737,0.0007856189,0.0001139058,0.0002027053,0.000008441318,0.000006105183,0.0002254018,0.000002942096,0.0006810909],"genre_scores_gemma":[0.9994523,0.000152695,0.00007576619,0.00003859089,0.00002943056,0.000004290278,0.00017189,9.158587e-7,0.00007405259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001577861,"threshold_uncertainty_score":0.006301165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006295299474214119,"score_gpt":0.217379218917973,"score_spread":0.2110839194437589,"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."}}