{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001865904,0.0002700027,0.000963894,0.0001858724,0.00009552285,0.00002185746,0.00003783814,0.0005732245,0.0039575],"category_scores_gemma":[0.0002031686,0.0002455225,0.001070663,0.0002528718,0.00005797364,0.0000514792,0.0001364205,0.0004832764,0.0004080664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009530703,"about_ca_system_score_gemma":0.0001106582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005366325,"about_ca_topic_score_gemma":0.000003974822,"domain_scores_codex":[0.997952,0.0001253497,0.0005869974,0.000413218,0.0006450647,0.0002773126],"domain_scores_gemma":[0.998495,0.0003085374,0.0003431519,0.0006173684,0.0001744577,0.00006149568],"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":[0.00008101834,3.831602e-7,0.06285118,0.0002963237,0.0003445019,0.0001072603,0.00006144767,0.00001647123,0.00000612814,0.00001215416,0.9356696,0.0005535158],"study_design_scores_gemma":[0.001053385,0.00007021133,0.01140111,0.0001737072,0.000634663,0.0001858912,0.000006266357,0.00008330116,0.0001564496,0.00005324287,0.9859738,0.0002079946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02653958,0.003792294,0.00003772114,0.9625387,0.00189839,0.0009661043,0.0001638133,0.0001054718,0.003957984],"genre_scores_gemma":[0.003131687,0.003294351,0.002221233,0.438932,0.1519952,0.000002154643,0.00221599,0.0002138804,0.3979935],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5236066,"threshold_uncertainty_score":0.9999997,"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."}}