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

Applications of AI (229) Machine Learning (1927) Digital Health Reviews (1636) mHealth for Data Collection and Research (1148) mHealth for Diagnosis (76) Big Data (302)

Published on in Vol 4 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/59094, first published .
Disease Prediction Using Machine Learning on Smartphone-Based Eye, Skin, and Voice Data: Scoping Review

Disease Prediction Using Machine Learning on Smartphone-Based Eye, Skin, and Voice Data: Scoping Review

Disease Prediction Using Machine Learning on Smartphone-Based Eye, Skin, and Voice Data: Scoping Review

Authors of this article:

Research Dawadi1, 2 Author Orcid Image ;   Mai Inoue1, 2 Author Orcid Image ;   Jie Ting Tay1, 2 Author Orcid Image ;   Agustin Martin-Morales1, 2 Author Orcid Image ;   Thien Vu1, 2 Author Orcid Image ;   Michihiro Araki1, 2, 3, 4 Author Orcid Image
Article Authors Cited by Tweetations (1) Metrics

Research Dawadi   1, 2 , PhD ;   Mai Inoue   1, 2 , ME ;   Jie Ting Tay   1, 2 , MRES ;   Agustin Martin-Morales   1, 2 , PhD ;   Thien Vu   1, 2 , MD, PhD ;   Michihiro Araki   1, 2, 3, 4 , PhD

1 Artificial Intelligence Center for Health and Biomedical Research, National Institutes of Biomedical Innovation, Health and Nutrition, Osaka, Japan

2 National Cerebral and Cardiovascular Center, Osaka, Japan

3 Faculty of Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan

4 Graduate School of Science, Technology and Innovation, Kobe University, Kobe, Japan

Corresponding Author:

  • Research Dawadi, PhD
  • Artificial Intelligence Center for Health and Biomedical Research
  • National Institutes of Biomedical Innovation, Health and Nutrition
  • 3-17, Senrioka-Shinmachi, Settsu
  • Osaka 566-0002
  • Japan
  • Phone: 81 661701069 ext 31234
  • Email: dawadi-research@nibiohn.go.jp