{"id":"W3129800702","doi":"10.1016/j.hrthm.2021.02.019","title":"Who is at risk of atrial fibrillation?","year":2021,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Population Health Research Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Internal medicine; Scopus; Cardiology; Population; Sleep apnea; Incidence (geometry); Stroke (engine); MEDLINE","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":[0.002735461,0.0004952443,0.001592714,0.001080573,0.00477906,0.003742689,0.001242956,0.04323099,0.009723727],"category_scores_gemma":[0.02913923,0.0006799534,0.001267917,0.001024607,0.00188966,0.004003477,0.001758378,0.03500771,0.006020145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003411954,"about_ca_system_score_gemma":0.007727055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01551564,"about_ca_topic_score_gemma":0.03094088,"domain_scores_codex":[0.9969813,0.0009182979,0.0005508729,0.0002443563,0.0007050634,0.0006000831],"domain_scores_gemma":[0.9889547,0.004395695,0.0009670958,0.0002703882,0.00162845,0.003783702],"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":[0.00008450062,0.0001382922,0.01063442,0.00009458216,0.00004537487,0.006312921,0.0003501231,0.0000862613,0.0001521185,0.002959444,0.9583645,0.02077731],"study_design_scores_gemma":[0.0005632097,0.0003444198,0.02383159,0.00297489,0.0002724234,0.02365817,0.004368185,0.002176748,0.0003407368,0.03563524,0.9055327,0.0003017725],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0007950133,0.00062713,0.00004976449,0.9882649,0.006767626,0.000008119214,0.0000712111,0.00001065786,0.003405693],"genre_scores_gemma":[0.007362807,0.001558723,0.0002150208,0.9436324,0.04143225,0.00004451388,0.00008432891,0.00001980671,0.005650151],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04323099,"threshold_uncertainty_score":0.03252912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04778319575754003,"score_gpt":0.3167283942946179,"score_spread":0.2689451985370779,"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."}}