Accessibility settings

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

Applications of AI (930) Digital Health Reviews (3632) mHealth for Data Collection and Research (1713) Big Data (433) Machine Learning (3128) mHealth for Diagnosis (151)

Published on in Vol 4 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/59094, first published .
Person holding smartphone displaying a wellness app with health stats.

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 (1) Tweetations (1) Metrics

Journals

  1. fatima A, Tehseen R, Nasr K, Omer U, Haq M, Javaid R. A Framework for the Prediction of Parkinson’s Disease Using Agentic Artificial Intelligence. International Journal of Innovations in Science and Technology 2025:3033 View