Complete AI-Enabled Echocardiography Interpretation With Multitask Deep Learning.

Journal: JAMA
Published Date: Jun 23, 2025

Abstract

IMPORTANCE: Echocardiography is a cornerstone of cardiovascular care, but relies on expert interpretation and manual reporting from a series of videos. An artificial intelligence (AI) system, PanEcho, has been proposed to automate echocardiogram interpretation with multitask deep learning.

Authors

  • Gregory Holste
    Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, USA.
  • Evangelos K Oikonomou
    Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Headley Way, Oxford, UK.
  • Márton Tokodi
    Division of Cardiology, West Virginia University Heart & Vascular Institute, Morgantown, West Virginia.
  • Attila Kovács
    University of Szeged, Interdisciplinary Excellence Centre, Hungary.
  • Zhangyang Wang
    Departments of Electrical and Computer Engineering & Computer Science and Engineering Texas A&M University, College Station, TX 77840.
  • Rohan Khera
    Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA.

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