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

Machine Learning (2296) Clinical Informatics (1480) Clinical Information and Decision Making (2134) Electronic Health Records (1406) Imaging Informatics (348) Cardiac Risk and Cardiac Risk Calculators (120) Applications of AI (374)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/78949, first published .
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

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
Article Authors Cited by Tweetations Metrics

Bokai Yang   1, 2 , PhD ;   Yirong Qin   3 , PhD ;   Ye Li   2 , PhD ;   Ruitao Xie   2, 4 , PhD ;   Limai Jiang   2, 4 , PhD ;   Juan He   2, 5 , PhD ;   Jikui Liu   1 , PhD ;   Yunpeng Cai   2 , PhD

1 Institute of Intelligence Science and Engineering, Shenzhen Polytechnic University, Shenzhen, China

2 Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China

3 Suzhou City University, Suzhou, China

4 University of Chinese Academy of Sciences, Beijing, China

5 Department of Computer and Information Science, Faculty of Science and Technology, University of Macau, Macau, China

Corresponding Author:

  • Jikui Liu, PhD
  • Institute of Intelligence Science and Engineering, Shenzhen Polytechnic University
  • No. 4089 Shahe West Road
  • Shenzhen
  • China
  • Email: liujikui007@gmail.com