{"id":"W4386529949","doi":"10.1161/circulationaha.123.064170","title":"Clonal Hematopoiesis in Clinical and Experimental Heart Failure With Preserved Ejection Fraction","year":2023,"lang":"en","type":"article","venue":"Circulation","topic":"Myeloproliferative Neoplasms: Diagnosis and Treatment","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heart Research Centre; University of Alberta Hospital; University of Alberta","funders":"National Institute of General Medical Sciences; National Heart, Lung, and Blood Institute; National Institute on Aging; Japan Science and Technology Agency; National Institutes of Health; Alberta Innovates; Japanese Circulation Society; Nuclear Safety and Security Commission; Kowa Life Science Foundation; Alberta Heritage Foundation for Medical Research; Suzuken Memorial Foundation; Alberta Health Services; Kowa Company; National Aeronautics and Space Administration","keywords":"Medicine; Heart failure with preserved ejection fraction; Ejection fraction; Internal medicine; Cardiology; Cohort; Hazard ratio; Heart failure; Diastole; Blood pressure; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000168932,0.00008520173,0.0001838392,0.0001060193,0.00005978118,0.00001804729,0.000009697796,0.00007824341,0.00007355105],"category_scores_gemma":[0.00004188367,0.00006967203,0.00003690291,0.0002149654,0.00003424314,0.0001318826,0.00001054757,0.00009455092,0.00004100204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006471627,"about_ca_system_score_gemma":0.00002860245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003774242,"about_ca_topic_score_gemma":0.00004931908,"domain_scores_codex":[0.9992315,0.00005737618,0.0002063423,0.0002344489,0.0001673538,0.000102976],"domain_scores_gemma":[0.9996765,0.00008287559,0.00004348031,0.000100031,0.00003748964,0.00005957286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001382658,0.0001924425,0.9967715,0.00002114844,0.00003057822,0.00001156479,0.00007353099,0.00008499406,0.001895237,0.0001264958,0.0004924207,0.0001618705],"study_design_scores_gemma":[0.001925116,0.0001710753,0.9894289,0.00007078562,0.00002394981,0.0000271933,0.0002947323,0.002509907,0.004987401,0.00006196784,0.000433987,0.00006499384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979469,0.00005657049,0.00005930158,0.00122546,0.00005311121,0.0004209069,0.000001482982,0.00006123827,0.0001750784],"genre_scores_gemma":[0.9992165,0.00001214501,0.000366664,0.00008376796,0.00009648709,0.0001115119,0.00007958283,0.0000114218,0.0000219283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007342561,"threshold_uncertainty_score":0.2841143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03952104147993568,"score_gpt":0.3391905119518759,"score_spread":0.2996694704719403,"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."}}