{"id":"W4388608383","doi":"10.1093/eurheartj/ehad670","title":"Clonal haematopoiesis of indeterminate potential predicts incident cardiac arrhythmias","year":2023,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; Japan Society for the Promotion of Science; National Institutes of Health; Massachusetts General Hospital; Korea Health Industry Development Institute; Ludwig Institute for Cancer Research; John S. and James L. Knight Foundation; Fondation Leducq; European Commission; American College of Cardiology Foundation; Leukemia and Lymphoma Society; McCormick Foundation; Belgian American Educational Foundation; American Heart Association","keywords":"Medicine; Internal medicine; Cardiology; Hazard ratio; Heart failure; Atrial fibrillation; Supraventricular arrhythmia; Coronary artery disease; Ejection fraction; Proportional hazards model; Confidence interval","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":[0.0007637551,0.0001820735,0.0001776057,0.0003819242,0.0001529615,0.0004812186,0.0002932132,0.0003006889,0.001508138],"category_scores_gemma":[0.004394053,0.0001292981,0.0002081094,0.000391023,0.0002513672,0.0001860133,0.0002978522,0.0004464669,0.0001109492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001386215,"about_ca_system_score_gemma":0.0001433026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001008158,"about_ca_topic_score_gemma":0.001237334,"domain_scores_codex":[0.9996693,0.0001297506,0.00002758489,0.0000704833,0.00005684438,0.0000461173],"domain_scores_gemma":[0.9970626,0.0009835047,0.001297234,0.0002052257,0.0001810816,0.00027036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001813083,0.00001030353,0.9972791,0.0000108618,0.00002893657,0.0000514195,0.00001505092,0.00007014097,0.0003163451,0.00002235028,0.00008600304,0.00192829],"study_design_scores_gemma":[0.00001247116,0.0001097726,0.9980592,0.00001471247,0.00004759691,0.0006691153,0.00004190578,0.0005198676,0.0002238483,0.00009123128,0.000206918,0.000003352547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987484,0.0005885617,0.0001994705,0.00004854761,0.000005841778,0.000003363476,0.0001550673,0.000003932542,0.0002468496],"genre_scores_gemma":[0.9997085,0.00006494502,0.00007016152,0.00001147986,0.0000080178,0.000001828771,0.00007876009,7.701166e-7,0.00005552499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001508138,"threshold_uncertainty_score":0.005045235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03787285856698502,"score_gpt":0.3183264567342443,"score_spread":0.2804535981672593,"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."}}