{"id":"W3123251009","doi":"10.1161/circulationaha.120.047633","title":"Research Priorities in Atrial Fibrillation Screening","year":2021,"lang":"en","type":"review","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"National Institute for Health and Care Research; National Institute on Aging; U.S. Department of Health and Human Services; St. Jude Medical; Bristol-Myers Squibb; Samsung; National Institute of Neurological Disorders and Stroke; British Heart Foundation; ARCA Biopharma; MyoKardia; LivaNova; GlaxoSmithKline; Bayer; National Heart, Lung, and Blood Institute; Pfizer; Amgen; U.S. Department of Veterans Affairs; European Commission; National Institute of Diabetes and Digestive and Kidney Diseases; Sanofi; American Heart Association; Boston Scientific Corporation; Allergan; National Institutes of Health; Medtronic","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Intensive care medicine; Heart failure; Subclinical infection; Randomized controlled trial; Clinical trial; Cardiology; Internal medicine","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":[0.01922602,0.001442957,0.003985716,0.005527574,0.0005814869,0.00360732,0.00204201,0.004354035,0.004418242],"category_scores_gemma":[0.02709762,0.0008410824,0.00339556,0.006719122,0.001294507,0.006125384,0.001777641,0.005193776,0.001167952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003834294,"about_ca_system_score_gemma":0.0180003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005270668,"about_ca_topic_score_gemma":0.008267843,"domain_scores_codex":[0.9929284,0.003660542,0.001365019,0.0004481819,0.001220029,0.0003777979],"domain_scores_gemma":[0.9686841,0.02461213,0.001848893,0.0004948384,0.003836805,0.000523244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001844881,0.00008390168,0.0002904146,0.2369808,0.0006516481,0.0002134543,0.000407438,0.0005161877,0.0004622124,0.0138688,0.03474737,0.7115933],"study_design_scores_gemma":[0.000133202,0.0002168821,0.001305394,0.2915578,0.002124939,0.000755155,0.0006209567,0.0002241877,0.0002653304,0.01197789,0.6907625,0.00005578557],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004041079,0.9970114,0.00009048175,0.0021058,0.0003979747,0.00001419514,0.00001460292,0.000004225826,0.000320935],"genre_scores_gemma":[0.0006861864,0.997004,0.0005092239,0.001429113,0.0002065239,0.00003350777,0.00002814518,0.000001854461,0.0001014414],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01922602,"threshold_uncertainty_score":0.1016782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3726922855160349,"score_gpt":0.4924755573544671,"score_spread":0.1197832718384322,"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."}}