Machine Learning to Predict the Risk of Incident Heart Failure Hospitalization Among Patients With Diabetes: The WATCH-DM Risk Score.

Journal: Diabetes care
Published Date:

Abstract

OBJECTIVE: To develop and validate a novel, machine learning-derived model to predict the risk of heart failure (HF) among patients with type 2 diabetes mellitus (T2DM).

Authors

  • Matthew W Segar
    Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA.
  • Muthiah Vaduganathan
    Brigham and Women's Hospital Heart and Vascular Center, Department of Medicine, Harvard Medical School, Boston, MA.
  • Kershaw V Patel
    Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX.
  • Darren K McGuire
    Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX.
  • Javed Butler
    Department of Medicine, University of Mississippi Medical Center, Jackson, MS.
  • Gregg C Fonarow
    Ahmanson-UCLA Cardiomyopathy Center, Division of Cardiology, Ronald Reagan-UCLA Medical Center, Los Angeles, California.
  • Mujeeb Basit
    Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX.
  • Vaishnavi Kannan
    Department of Health System Information Resources (Clinical Informatics), University of Texas Southwestern Medical Center, Dallas, TX.
  • Justin L Grodin
    Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX.
  • Brendan Everett
    Brigham and Women's Hospital Heart and Vascular Center, Department of Medicine, Harvard Medical School, Boston, MA.
  • Duwayne Willett
    Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX.
  • Jarett Berry
    Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX.
  • Ambarish Pandey
    Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA.