{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002469536,0.0001884761,0.0004928899,0.0005258318,0.0001995139,0.00005995367,0.000210905,0.00006517184,0.0003095906],"category_scores_gemma":[0.0004445654,0.0001593633,0.000369531,0.0005211857,0.0001699261,0.0001482935,0.0003101743,0.0009614599,0.001052457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001753382,"about_ca_system_score_gemma":0.0004316213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007605136,"about_ca_topic_score_gemma":3.151641e-7,"domain_scores_codex":[0.9968912,0.0006068849,0.0005705247,0.0002528007,0.00110698,0.0005716301],"domain_scores_gemma":[0.9985551,0.0001063676,0.0001778095,0.0003716499,0.0002898923,0.0004991455],"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":[0.001540093,0.0003126206,0.1860765,0.0006237029,0.001081164,0.05860761,0.002940548,0.0004029431,0.1183828,0.00008673209,0.6042987,0.02564651],"study_design_scores_gemma":[0.002187287,0.0007951961,0.9318388,0.0004058604,0.0001334113,0.01376091,0.0003629872,0.0007246137,0.006915324,0.00005505596,0.04259771,0.0002228118],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918278,0.0002397239,0.0000858643,0.002433326,0.0006699105,0.0002382339,0.00002419212,0.0001022148,0.00437877],"genre_scores_gemma":[0.9931656,0.0003913904,0.0006717165,0.0002473636,0.002012768,0.000002815629,0.00001781853,0.00008224833,0.003408256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7457623,"threshold_uncertainty_score":0.9997253,"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."}}