{"id":"W3192592192","doi":"10.1161/jaha.121.021566","title":"Research Priorities in the Secondary Prevention of Atrial Fibrillation: A National Heart, Lung, and Blood Institute Virtual Workshop Report","year":2021,"lang":"en","type":"article","venue":"Journal of the American Heart Association","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University; Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"Common Fund; Duke Clinical Research Institute; National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Cancer Institute; National Institute on Aging; National Health and Medical Research Council; Medical Research Council; U.S. Department of Health and Human Services; University of California, San Francisco; Medical Center, University of Pittsburgh; Centre for Heart Rhythm Disorders, University of Adelaide; National Institute of Biomedical Imaging and Bioengineering; School of Medicine, Vanderbilt University; School of Medicine, Stanford University; National Institutes of Health; National Heart, Lung, and Blood Institute; Lerner Research Institute, Cleveland Clinic; Samsung; Eisai; VA Pittsburgh Healthcare System; National Institute of Diabetes and Digestive and Kidney Diseases; Dalhousie University; iRhythm Technologies; University of Adelaide; Respicardia; Flinders University; Fondation Leducq; Kompetenznetz Vorhofflimmern; Emory University; Jazz Pharmaceuticals; Relypsa; Central Michigan University; Boston Scientific Corporation; Metabolic Technologies; British Heart Foundation; National Institute on Alcohol Abuse and Alcoholism; University of Pittsburgh; Royal Adelaide Hospital; University of Texas Southwestern Medical Center; Vanderbilt University; Heart and Stroke Foundation of Canada; Rijksuniversiteit Groningen; Cleveland Clinic; Brigham and Women's Hospital; U.S. Department of Defense; Kaiser Permanente; Tobacco-Related Disease Research Program; National Heart Foundation of Australia; Bill and Melinda Gates Foundation; Pfizer; MicroPort; European Commission; School of Medicine, Boston University; Wayne State University; U.S. Department of Veterans Affairs; American Heart Association; Universitair Medisch Centrum Groningen","keywords":"Medicine; Atrial fibrillation; Secondary prevention; Randomized controlled trial; Psychological intervention; Intensive care medicine; Heart failure; Observational study; Smoking cessation; Physical therapy; Internal medicine; Pathology; Nursing","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04149735,0.00174011,0.0009527172,0.0009673472,0.005516367,0.009348115,0.004286854,0.01273243,0.01353554],"category_scores_gemma":[0.01616446,0.000802719,0.002318537,0.0006125001,0.001897949,0.005262275,0.01475481,0.01876767,0.003834674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004653851,"about_ca_system_score_gemma":0.03550662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005026317,"about_ca_topic_score_gemma":0.01159695,"domain_scores_codex":[0.9871236,0.00606935,0.0005247798,0.000981189,0.002287098,0.003013935],"domain_scores_gemma":[0.9579068,0.005574976,0.0007605009,0.0009035604,0.007440968,0.02741326],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002264137,0.0006974332,0.001212104,0.0006922928,0.00005126256,0.0008035579,0.001477753,0.0003645581,0.001199282,0.003236495,0.9567543,0.03328452],"study_design_scores_gemma":[0.0003007601,0.0005672223,0.004354718,0.00158219,0.00009610504,0.0004055836,0.006908687,0.0008120995,0.000936801,0.006841339,0.9770493,0.0001452155],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006351341,0.009285312,0.002774846,0.8721809,0.09745311,0.0008103193,0.0008114959,0.0001625799,0.01017007],"genre_scores_gemma":[0.1152828,0.03079932,0.03685442,0.5823298,0.1016858,0.004887279,0.004737136,0.0005344606,0.122889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9585027,"threshold_uncertainty_score":0.2194616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0667744024916929,"score_gpt":0.4035682377218732,"score_spread":0.3367938352301803,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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