Automated Identification of Heart Failure With Reduced Ejection Fraction Using Deep Learning-Based Natural Language Processing.

Cardiovascular Transplantation Critical Care Emergency Medicine Geriatrics
Journal: JACC. Heart failure
Published Date:

Abstract

BACKGROUND: The lack of automated tools for measuring care quality limits the implementation of a national program to assess guideline-directed care in heart failure with reduced ejection fraction (HFrEF).

Authors

  • Arash A Nargesi
    Heart and Vascular Center, Brigham and Women's Hospital, Harvard School of Medicine, Boston, Massachusetts, USA.
  • Philip Adejumo
    Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut.
  • Lovedeep Singh Dhingra
    Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA.
  • Benjamin Rosand
    Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, Connecticut, USA.
  • Astrid Hengartner
    Section of Cardiovascular Medicine, Department of Internal Medicine, Yale University, New Haven, Connecticut, USA.
  • Andreas Coppi
  • Simon Benigeri
    Division of Cardiology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA.
  • Sounok Sen
    Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA.
  • Tariq Ahmad
    Section of Cardiovascular Medicine and Center for Outcomes Research, Yale University School of Medicine New Haven, CT [email protected].
  • Girish N Nadkarni
    Division of Data-Driven and Digital Medicine (D3M), Icahn School of Medicine at Mount Sinai, New York, NY, USA.
  • Zhenqiu Lin
    Center for Outcomes Research and Evaluation (CORE), Yale New Haven Hospital, New Haven, Connecticut, USA.
  • Faraz S Ahmad
    Division of Cardiology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA.
  • Harlan M Krumholz
    Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA.
  • Rohan Khera
    Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA.