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

Decision Support for Health Professionals (2413) mHealth in a Clinical Setting (1249) mHealth for Symptom and Disease Monitoring, Chronic Disease Management (2468) Health Services Research (698) Machine Learning (3404) Formative Evaluation of Digital Health Interventions (5513)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/100792, first published .
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Authors of this article:

Miaomiao Cheng1 Author Orcid Image ;   Huiru Wang1 Author Orcid Image ;   Qi Zhang2 Author Orcid Image ;   Jun Qin3 Author Orcid Image ;   Lei Gong3 Author Orcid Image ;   Ling Guo1 Author Orcid Image ;   Xiaoyan Xiao1 Author Orcid Image
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Miaomiao Cheng   1 , MSc ;   Huiru Wang   1 , MSc ;   Qi Zhang   2 , MSc ;   Jun Qin   3 , PhD ;   Lei Gong   3 , PhD ;   Ling Guo   1 , PhD ;   Xiaoyan Xiao   1 , PhD

1 Department of Nephrology, Qilu Hospital of Shandong University, Jinan, Shandong, China

2 Healthcare Big Data Research Institute, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China

3 Department of Endocrinology, Qilu Hospital of Shandong University, Jinan, Shandong, China

Corresponding Author:

  • Xiaoyan Xiao, PhD
  • Department of Nephrology
  • Qilu Hospital of Shandong University
  • No.107, Wenhua West Road, Lixia District
  • Jinan, Shandong
  • China
  • Phone: 86 18560083877
  • Email: xiaoyanxiao2007@163.com