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This paper is in the following e-collection/theme issue:

Machine Learning (3166) Clinical Informatics (2260) Clinical Information and Decision Making (3693) Electronic Health Records (1721) Imaging Informatics (462) Cardiac Risk and Cardiac Risk Calculators (169) Applications of AI (951)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/78949, first published .
Doctor reviews echocardiogram images of heart abnormalities on laptop.

Multimodal Fusion of Echocardiogram Images and Electronic Medical Records for Heart Disease Screening: Retrospective Algorithm Development and Validation Study

Multimodal Fusion of Echocardiogram Images and Electronic Medical Records for Heart Disease Screening: Retrospective Algorithm Development and Validation Study

Authors of this article:

Bokai Yang1, 2 Author Orcid Image ;   Yirong Qin3 Author Orcid Image ;   Ye Li2 Author Orcid Image ;   Ruitao Xie2, 4 Author Orcid Image ;   Limai Jiang2, 4 Author Orcid Image ;   Juan He2, 5 Author Orcid Image ;   Jikui Liu1 Author Orcid Image ;   Yunpeng Cai2 Author Orcid Image
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Journals

  1. Skoczylas D, Deleska K, Chmura W, Buczynski D, Rog A, Kwiatkowska N, Skoczylas L, Klimczak U. Artificial Intelligence Across the Echocardiographic Workflow: A Narrative Review for Clinicians. Cureus 2026 View
  2. Osoro L, Arbelo E, Lane D, Mei D, Kozhuharov N, Zylla M, Collins B, Vardas P, Boriani G, Figueras J, Merino J, Pürerfellner H, Burri H, Casado-Arroyo R. From Algorithm Development to Clinical Implementation: A Systematic Review of Artificial Intelligence in Cardiovascular Medicine. Technologies 2026;14(8):511 View