{"id":"W4410120133","doi":"10.1016/j.lana.2025.101110","title":"Atrial fibrillation in the Americas","year":2025,"lang":"en","type":"review","venue":"The Lancet Regional Health - Americas","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Université de Montréal; Vancouver General Hospital; Libin Cardiovascular Institute of Alberta; Montreal Heart Institute","funders":"Canadian Institutes of Health Research; National Institutes of Health; American Heart Association","keywords":"Atrial fibrillation; Management of atrial fibrillation; Medicine; Health care; Quality of life (healthcare); Disease burden; Incidence (geometry); Disease; Disease management; Intensive care medicine; Cardiology; Internal medicine; Economic growth; Nursing; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001330753,0.0003843919,0.002589518,0.0002687442,0.0002248986,0.00004265027,0.0004225521,0.000134544,0.00004633063],"category_scores_gemma":[0.0002805793,0.0001928565,0.0009872578,0.001651997,0.0001977293,0.00004679338,0.000101307,0.0006043921,0.0001378394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002747977,"about_ca_system_score_gemma":0.0009297087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002737098,"about_ca_topic_score_gemma":0.00001715504,"domain_scores_codex":[0.9965256,0.0009840088,0.000957353,0.0004125124,0.0006042034,0.0005162843],"domain_scores_gemma":[0.9957492,0.002446815,0.0008361349,0.0008462166,0.00004239559,0.00007922133],"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":[0.0001358869,0.000003051202,0.0004349578,0.00642866,0.0001239003,0.000009310435,0.000187022,0.00002232831,2.827815e-9,0.002362622,0.05308601,0.9372063],"study_design_scores_gemma":[0.0005718329,0.0001299676,0.001092479,0.004302255,0.0003977574,0.00006061903,0.00009868039,0.00003121706,1.766254e-9,0.00017119,0.9929808,0.0001631808],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006753681,0.9143386,0.00006032793,0.08036993,0.0003810265,0.002547026,0.00001706548,0.00006891221,0.002210385],"genre_scores_gemma":[0.00002481094,0.9809477,0.0002531826,0.007162035,0.009086068,0.00001773235,0.0003212582,0.00002943187,0.002157831],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9398948,"threshold_uncertainty_score":0.7864459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3074501010837604,"score_gpt":0.5016352058156098,"score_spread":0.1941851047318494,"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."}}