{"id":"W2801458493","doi":"10.1093/eurheartj/ehy171","title":"Epidemiology of atrial fibrillation","year":2018,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Epidemiology; Cardiology; Internal medicine; Intensive care medicine","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":[0.0007838652,0.0001815302,0.0004237322,0.003056508,0.0004507485,0.001199346,0.0004129004,0.0007691951,0.002561382],"category_scores_gemma":[0.005734002,0.0002682354,0.001114926,0.004432286,0.0002460789,0.0009121338,0.0007092934,0.001079025,0.0004004822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005339684,"about_ca_system_score_gemma":0.0008634844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067463,"about_ca_topic_score_gemma":0.009076576,"domain_scores_codex":[0.9979315,0.0005128014,0.0004863487,0.0004389956,0.0003899426,0.0002404564],"domain_scores_gemma":[0.9944159,0.0007417022,0.00306889,0.000373264,0.0007639217,0.000636422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003471239,0.00003019393,0.9939148,0.00006747049,0.0001707154,0.00005077155,0.00004205498,0.00005113346,0.00007628126,0.0002419359,0.001087554,0.004232337],"study_design_scores_gemma":[0.000003385207,0.00002569318,0.997799,0.00007314366,0.00004135179,0.0003394815,0.0001198502,0.0001163656,0.00001856897,0.0001567515,0.00130126,0.000005054291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9142992,0.0431559,0.001551442,0.00414527,0.0005109968,0.00007083559,0.01588037,0.00006110121,0.02032495],"genre_scores_gemma":[0.9864377,0.006794547,0.0004680275,0.0005073,0.0003880204,0.00005050449,0.004363559,0.000009853773,0.0009803332],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01067463,"threshold_uncertainty_score":0.02122498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1993440814507106,"score_gpt":0.4130848394049741,"score_spread":0.2137407579542635,"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."}}