{"id":"W4413776122","doi":"10.1093/eurheartj/ehaf478","title":"Recent-onset atrial fibrillation: challenges and opportunities","year":2025,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Libin Cardiovascular Institute of Alberta; University of Calgary; Population Health Research Institute; Université de Montréal; Montreal Heart Institute; McMaster University; Vancouver General Hospital","funders":"Interreg; National Heart, Lung, and Blood Institute; National Institute on Alcohol Abuse and Alcoholism; National Health and Medical Research Council; Canadian Institutes of Health Research; HORIZON EUROPE Framework Programme; Bristol-Myers Squibb Canada; National Institutes of Health; Center for Innovative Medicine; European Research Council; Danmarks Frie Forskningsfond; Stockholm läns landsting; Utbildningsdepartementet; Medical Research Council; Medical Research Council Canada; Deutsche Herzstiftung; Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Vetenskapsrådet; Hjärt-Lungfonden; Mason Medical Research Trust; Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft; University of Glasgow; Chief Scientist Office; American Heart Association; Heart Research UK; Flinders University; British Heart Foundation; Tenovus; An Roinn Sláinte; Australian Government; Fondation Leducq; Royal College of Physicians and Surgeons of Glasgow; Innovationsfonden; NHS Greater Glasgow and Clyde; Svenska Sällskapet för Medicinsk Forskning; European Commission; Pfizer; Stroke Association; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Deutsches Zentrum für Herz-Kreislaufforschung; Hjerteforeningen; Heart and Stroke Foundation of Canada; Stockholms Läns Landsting; Patient-Centered Outcomes Research Institute; Bristol-Myers Squibb","keywords":"Medicine; Atrial fibrillation; Intensive care medicine; Psychological intervention; Management of atrial fibrillation; Stroke (engine); Adverse effect; Population; Heart failure; Disease management; Disease; Cardiology; Internal medicine; Psychiatry","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":[0.01434168,0.0009352186,0.002207628,0.001898593,0.00222879,0.006166817,0.00194249,0.007740122,0.01211066],"category_scores_gemma":[0.02810704,0.000502884,0.001562981,0.001307108,0.004470504,0.01227289,0.006042554,0.01237971,0.003528354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002501615,"about_ca_system_score_gemma":0.00962809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003276112,"about_ca_topic_score_gemma":0.007901764,"domain_scores_codex":[0.9940018,0.002563447,0.0006983734,0.0007930081,0.001287541,0.0006557496],"domain_scores_gemma":[0.9618503,0.02202366,0.001552638,0.0008323012,0.005287803,0.00845327],"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":[0.0002505996,0.0002041982,0.003943812,0.00480263,0.0001136615,0.001316897,0.001693201,0.0004057998,0.0004026655,0.03658926,0.3001618,0.6501154],"study_design_scores_gemma":[0.00007769754,0.0003473919,0.006479079,0.0175022,0.0001563914,0.00540199,0.007878304,0.0008666362,0.0001660582,0.1098479,0.8510773,0.0001991099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001453574,0.4328814,0.001569881,0.548287,0.01046447,0.00001718863,0.0001393952,0.00008563087,0.005101403],"genre_scores_gemma":[0.02889814,0.7765022,0.004910694,0.1250299,0.05999371,0.0001331955,0.0003916399,0.0000990885,0.004041512],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01434168,"threshold_uncertainty_score":0.07584697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.245635372821254,"score_gpt":0.3713250591158962,"score_spread":0.1256896862946422,"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."}}