{"id":"W4405728415","doi":"10.1093/europace/euae298","title":"Spotlight on the 2024 ESC/EACTS management of atrial fibrillation guidelines: 10 novel key aspects","year":2024,"lang":"en","type":"review","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Biosense Webster; Horizon 2020; European Research Council; Norgine; Abbott Vascular; Merck Sharp and Dohme; Boston Scientific Corporation; Bristol-Myers Squibb Canada; Daiichi Sankyo Europe; St. Jude Medical; Pioneer Fund; National Institutes of Health; Menarini Group; AstraZeneca Pharma Poland; Roche Diagnostics; Innovative Medicines Initiative; Oxford University Press; British Heart Foundation; Bundesministerium für Bildung und Forschung; ZonMw; European Society of Cardiology; University of Oxford; BioVentrix; Biotronik; European Commission; AtriCure; AstraZeneca; Health Data Research UK; Edwards Lifesciences; Dutch Cardiovascular Alliance; Amarin Corporation; EVER Neuro Pharma; Medtronic; Hjerteforeningen; Teva Pharmaceutical Industries; Bristol-Myers Squibb; Bundesministerium für Forschung und Technologie; Bayer; Abbott Laboratories; National Institute for Health and Care Research; Medical Research Council; Johnson and Johnson; Medical Research Council Canada; HORIZON EUROPE Framework Programme; Pfizer; Centro Singular de Investigación de Galicia; Hartstichting; Bayer HealthCare; Royal College of Physicians; Deutsches Zentrum für Herz-Kreislaufforschung; Bayer Portugal; University of Birmingham; Sanofi","keywords":"Medicine; Atrial fibrillation; Cardioversion; Comorbidity; Stroke (engine); Heart Rhythm; Intensive care medicine; Internal medicine; Cardiology; Management of atrial fibrillation","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01341973,0.001535551,0.002261516,0.003775299,0.001350743,0.006667996,0.002928065,0.01297648,0.03443111],"category_scores_gemma":[0.02912325,0.0006381405,0.003265038,0.003179414,0.001871815,0.005943973,0.003623598,0.01253201,0.01934518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003442142,"about_ca_system_score_gemma":0.0159483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005660378,"about_ca_topic_score_gemma":0.01228235,"domain_scores_codex":[0.9909614,0.002998255,0.001430583,0.0005903141,0.003168144,0.0008513093],"domain_scores_gemma":[0.9652134,0.008027439,0.002431152,0.0007620716,0.01739698,0.006168999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003703873,0.00004902306,0.0002028126,0.00100174,0.00002630788,0.00006242204,0.00004205961,0.00009457556,0.0001521301,0.002515423,0.8880107,0.1078058],"study_design_scores_gemma":[0.00003941588,0.00004305019,0.0005992408,0.005052007,0.00004654831,0.0001405156,0.00009109753,0.0000878455,0.00005356528,0.002956172,0.9908625,0.00002817477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0005680639,0.2442588,0.002578835,0.6403813,0.08705334,0.0001855646,0.001727667,0.0007166928,0.0225297],"genre_scores_gemma":[0.006490856,0.3349234,0.01958299,0.4590908,0.1389504,0.0006620284,0.008128793,0.0007566056,0.03141402],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03443111,"threshold_uncertainty_score":0.1151835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2196660024441219,"score_gpt":0.4218751352721743,"score_spread":0.2022091328280524,"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."}}