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Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/83127, first published .
Deep Learning Model Using Transfer Learning for Detecting Left Ventricular Systolic Dysfunction: Retrospective Algorithm Development and Validation Study

Deep Learning Model Using Transfer Learning for Detecting Left Ventricular Systolic Dysfunction: Retrospective Algorithm Development and Validation Study

Deep Learning Model Using Transfer Learning for Detecting Left Ventricular Systolic Dysfunction: Retrospective Algorithm Development and Validation Study

Sungjae Lee   1 , MS ;   Jung-Woo Son   2 , MD ;   Sung-Ai Kim   3 , MD, PhD ;   Min-Soo Ahn   2 , MD, PhD ;   Sang Jun Lee   2 , MD ;   Sang-Jin Han   3 , MD, PhD ;   Taehyun Joo   1 , MD ;   Yeongyeon Na   1 , MS ;   Sunghoon Joo   1 , PhD ;   Hyun Jin Ahn   1 , MD ;   Mineok Chang   1 , MD, PhD ;   Yeha Lee   1 , PhD ;   Young Jun Park   4 , MD

1 VUNO Inc, Seoul, Republic of Korea

2 Division of Cardiology, Department of Internal Medicine, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea

3 Division of Cardiology, Department of Internal Medicine, Hallym Sacred Heart Hospital, Hallym University College of Medicine, Anyang, Republic of Korea

4 Division of Cardiology, Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea

Corresponding Author:

  • Young Jun Park, MD
  • Division of Cardiology, Department of Internal Medicine
  • Korea University Anam Hospital, Korea University College of Medicine
  • 73 Goryeodae-ro, Seongbuk-gu
  • Seoul
  • Republic of Korea
  • Phone: 82 2 720 5445
  • Email: yjparkcardio@gmail.com