{"id":"W4306740488","doi":"10.1016/j.hrthm.2022.10.012","title":"Immune cell subpopulations as risk factors for atrial fibrillation: The Cardiovascular Health Study and Multi-Ethnic Study of Atherosclerosis","year":2022,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Atherosclerosis and Cardiovascular Diseases","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"National Center for Advancing Translational Sciences; National Institute of Neurological Disorders and Stroke; National Heart, Lung, and Blood Institute; National Institute on Aging","keywords":"Medicine; Atrial fibrillation; Immune system; Pathogenesis; Inflammation; Cardiology; Internal medicine; Clinical trial; Immunology","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":[0.002322367,0.0006067421,0.001882639,0.0005684058,0.001878282,0.001851474,0.0008415647,0.01211059,0.002063121],"category_scores_gemma":[0.008001215,0.0005968368,0.0006335573,0.0007269477,0.0008465564,0.00119579,0.0005818063,0.01036867,0.001577198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001000728,"about_ca_system_score_gemma":0.001612733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004355509,"about_ca_topic_score_gemma":0.009912144,"domain_scores_codex":[0.9983145,0.0007984949,0.0001897451,0.0001714528,0.0003439712,0.0001819907],"domain_scores_gemma":[0.9959513,0.002212362,0.0002424746,0.0002171813,0.0006463313,0.000730361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001384151,0.0005958172,0.1626449,0.0002147002,0.0003847796,0.01285792,0.0008108752,0.000182665,0.001379525,0.002411943,0.7680842,0.04904848],"study_design_scores_gemma":[0.003443333,0.001626198,0.362506,0.001434696,0.001444769,0.03241248,0.0049883,0.008747352,0.001701006,0.02559038,0.5557129,0.0003925529],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03588255,0.00605205,0.0004955709,0.9127372,0.03287379,0.00009123402,0.0005689877,0.00007023959,0.01122829],"genre_scores_gemma":[0.1632195,0.004572297,0.001043105,0.6802707,0.1372672,0.0003385227,0.0004294537,0.0000611076,0.01279815],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01211059,"threshold_uncertainty_score":0.01228195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05014373846122992,"score_gpt":0.2845266315548554,"score_spread":0.2343828930936255,"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."}}