{"id":"W4226254398","doi":"10.1093/europace/euac062","title":"Early diagnosis and better rhythm management to improve outcomes in patients with atrial fibrillation: the 8th AFNET/EHRA consensus conference","year":2022,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute; McMaster University; Population Health Research Institute","funders":"National Institute on Aging; Deutsche Herzstiftung; National Institute for Health and Care Research; Bundesministerium für Bildung und Forschung; Agence Nationale de la Recherche; British Heart Foundation; Fondation Leducq; Sanofi; Deutsches Zentrum für Herz-Kreislaufforschung; European Commission; Pfizer; Medical Research Council; Kompetenznetz Vorhofflimmern; Novo Nordisk Fonden; Boston Scientific Corporation","keywords":"Atrial fibrillation; Medicine; Cardiology; Rhythm; Internal medicine; Heart Rhythm","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":[0.08374608,0.002107776,0.003712041,0.004162839,0.001992627,0.005847296,0.005659076,0.01055586,0.002994757],"category_scores_gemma":[0.06976447,0.0008191765,0.005962541,0.002359487,0.002010218,0.003660999,0.007234164,0.01340421,0.002001978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00797586,"about_ca_system_score_gemma":0.03729049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006739281,"about_ca_topic_score_gemma":0.009780458,"domain_scores_codex":[0.9593022,0.01988603,0.008334672,0.001910789,0.008301822,0.002264565],"domain_scores_gemma":[0.9370703,0.0213363,0.005053042,0.001367619,0.0285114,0.0066613],"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":[0.0005226839,0.0003283182,0.003408395,0.01730412,0.001234018,0.0003345548,0.001591707,0.001416174,0.0005481825,0.01068569,0.6361446,0.3264816],"study_design_scores_gemma":[0.0006728268,0.000278886,0.007822881,0.09858143,0.002230008,0.0006667415,0.001539464,0.001364258,0.0008173701,0.02091484,0.8648952,0.000216149],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002658628,0.2772537,0.008621279,0.6383911,0.06279188,0.0008376943,0.001156579,0.0001740282,0.008115021],"genre_scores_gemma":[0.05817645,0.5205933,0.08045577,0.2678938,0.04802402,0.005348907,0.008371807,0.0004096542,0.01072632],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08374608,"threshold_uncertainty_score":0.4428969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02478611403443737,"score_gpt":0.269363120997459,"score_spread":0.2445770069630216,"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."}}