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Development and Validation of Machine Learning-Based Race-Specific Models to Predict 10-Year Risk of Heart Failure: A Multicohort Analysis.
Segar, Matthew W; Jaeger, Byron C; Patel, Kershaw V; Nambi, Vijay; Ndumele, Chiadi E; Correa, Adolfo; Butler, Javed; Chandra, Alvin; Ayers, Colby; Rao, Shreya; Lewis, Alana A; Raffield, Laura M; Rodriguez, Carlos J; Michos, Erin D; Ballantyne, Christie M; Hall, Michael E; Mentz, Robert J; de Lemos, James A; Pandey, Ambarish.
Afiliação
  • Segar MW; Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas (M.W.S., K.V.P., A.C., C.A., S.R., J.A.d.L., A.P.).
  • Jaeger BC; Parkland Health and Hospital System, Dallas, TX (M.W.S., S.R.).
  • Patel KV; Department of Biostatistics, University of Alabama at Birmingham (B.C.J.).
  • Nambi V; Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas (M.W.S., K.V.P., A.C., C.A., S.R., J.A.d.L., A.P.).
  • Ndumele CE; Department of Cardiology, Houston Methodist DeBakey Heart and Vascular Center, TX (K.V.P.).
  • Correa A; Michael E. DeBakey Veterans Affairs Hospital and Baylor College of Medicine, Houston, TX (V.N., C.M.B.).
  • Butler J; Section of Cardiology and Cardiovascular Research, Department of Medicine, Baylor College of Medicine, Houston, TX (V.N.).
  • Chandra A; Division of Cardiology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD (C.E.N., E.D.M.).
  • Ayers C; Department of Medicine, University of Mississippi Medical Center, Jackson (A.C., J.B., M.E.H.).
  • Rao S; Department of Medicine, University of Mississippi Medical Center, Jackson (A.C., J.B., M.E.H.).
  • Lewis AA; Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas (M.W.S., K.V.P., A.C., C.A., S.R., J.A.d.L., A.P.).
  • Raffield LM; Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas (M.W.S., K.V.P., A.C., C.A., S.R., J.A.d.L., A.P.).
  • Rodriguez CJ; Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas (M.W.S., K.V.P., A.C., C.A., S.R., J.A.d.L., A.P.).
  • Michos ED; Parkland Health and Hospital System, Dallas, TX (M.W.S., S.R.).
  • Ballantyne CM; Division of Cardiology, Northwestern University, Chicago, IL (A.A.L.).
  • Hall ME; Department of Genetics, University of North Carolina, Chapel Hill (L.M.R.).
  • Mentz RJ; Departments of Medicine, Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY (C.J.R.).
  • de Lemos JA; Division of Cardiology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD (C.E.N., E.D.M.).
  • Pandey A; Michael E. DeBakey Veterans Affairs Hospital and Baylor College of Medicine, Houston, TX (V.N., C.M.B.).
Circulation ; 143(24): 2370-2383, 2021 06 15.
Article em En | MEDLINE | ID: mdl-33845593

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Aprendizado de Máquina / Insuficiência Cardíaca Tipo de estudo: Etiology_studies / Incidence_studies / Observational_studies / Prevalence_studies / Prognostic_studies / Risk_factors_studies Limite: Aged / Female / Humans / Male / Middle aged Idioma: En Revista: Circulation Ano de publicação: 2021 Tipo de documento: Article

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Aprendizado de Máquina / Insuficiência Cardíaca Tipo de estudo: Etiology_studies / Incidence_studies / Observational_studies / Prevalence_studies / Prognostic_studies / Risk_factors_studies Limite: Aged / Female / Humans / Male / Middle aged Idioma: En Revista: Circulation Ano de publicação: 2021 Tipo de documento: Article