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Viewpoints and Perspectives (1468) Theoretical Frameworks and Concepts (587) Artificial Intelligence (5021) Precision Medicine (454) Data Science (725) Innovations in Clinical Trials and Research Data Management (219)

Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/72830, first published .
People in a futuristic city using smartphones connected by glowing lines

Digital Twins for Just-in-Time Adaptive Interventions (JITAIs): Framework for Optimizing and Continually Improving JITAIs

Digital Twins for Just-in-Time Adaptive Interventions (JITAIs): Framework for Optimizing and Continually Improving JITAIs

Authors of this article:

Asim H Gazi1 Author Orcid Image ;   Daiqi Gao1 Author Orcid Image ;   Susobhan Ghosh1 Author Orcid Image ;   Ziping Xu1 Author Orcid Image ;   Anna L Trella1 Author Orcid Image ;   Predrag Klasnja2 Author Orcid Image ;   Susan A Murphy1 Author Orcid Image
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  2. Wang M, Chen L, Yin M, Zhang B, Wu J, Sun H, Yan L, Wei B, Zhang F, Bi C, Wang J, Zhang S. WMRE2030: integrating wearable devices, multi-omics, and artificial intelligence–driven real-time feedback into a daily-scale closed-loop framework for a new era of precision exercise. Frontiers in Physiology 2026;17 View