{"id":"W3048742574","doi":"10.1093/cvr/cvaa241","title":"Global variations in the prevalence, treatment, and impact of atrial fibrillation in a multi-national cohort of 153 152 middle-aged individuals","year":2020,"lang":"en","type":"article","venue":"Cardiovascular Research","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Université Laval; Queen's University; McMaster University; Population Health Research Institute","funders":"Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada","keywords":"Atrial fibrillation; Cohort; Medicine; Internal medicine; Cohort study; Cardiology; Gerontology; Demography","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":[0.002992335,0.00009796931,0.0004333184,0.0002458366,0.00004359157,0.00001967945,0.00009092745,0.00007472694,0.00003161181],"category_scores_gemma":[0.001553145,0.00006867391,0.0006156466,0.001272151,0.00009618334,0.00009538473,0.00006225022,0.00009452343,0.000002943263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002020478,"about_ca_system_score_gemma":0.0002456365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004455338,"about_ca_topic_score_gemma":0.0000237136,"domain_scores_codex":[0.9975014,0.0007135643,0.0003663055,0.0002361104,0.001002177,0.0001803881],"domain_scores_gemma":[0.9990612,0.0003736038,0.00006352751,0.0002284586,0.0002137971,0.00005942243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001859526,0.00001042813,0.9910026,0.0001441013,0.0009989917,0.000004824082,0.0007923586,0.005092306,0.00003545701,0.0002853303,0.00003214104,0.001415491],"study_design_scores_gemma":[0.004303535,0.0002563305,0.9918945,0.00004065005,0.0002134165,0.000004193574,0.0001326996,0.002594693,0.00001127578,0.00009725527,0.0004003497,0.00005104376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937844,0.003074038,0.0002299914,0.0004292869,0.00001886413,0.001812529,0.00007642567,0.00000772146,0.0005667735],"genre_scores_gemma":[0.998621,0.0007611618,0.0002642413,0.000006031449,0.0002484462,0.000006192951,0.00005010502,0.00000662988,0.00003614224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004836679,"threshold_uncertainty_score":0.2800441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2769517665537123,"score_gpt":0.4434582339261612,"score_spread":0.1665064673724488,"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."}}