Published on in Vol 26 (2024)
Preprints (earlier versions) of this paper are
available at
https://preprints.jmir.org/preprint/58637, first published
.
Decades in the Making: The Evolution of Digital Health Research Infrastructure Through Synthetic Data, Common Data Models, and Federated Learning
Decades in the Making: The Evolution of Digital Health Research Infrastructure Through Synthetic Data, Common Data Models, and Federated Learning
Journals
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- Chen Z, Li X, Jin F, Shi Y, Zhang L, Yin H, Zhu Y, Tang X, Lin X, Lu B, Wang Q, Sun L, Zhu X, Qiu L, Xu H, Guo L. Diagnosis of Sarcopenia Using Convolutional Neural Network Models Based on Muscle Ultrasound Images: Prospective Multicenter Study. Journal of Medical Internet Research 2025;27:e70545 View
- Sarani Rad F, Li J. Privacy-Preserving Glycemic Management in Type 1 Diabetes: Development and Validation of a Multiobjective Federated Reinforcement Learning Framework. JMIR Diabetes 2025;10:e72874 View
- Eden R, Chukwudi I, Bain C, Barbieri S, Callaway L, de Jersey S, George Y, Gorse A, Lawley M, Marendy P, McPhail S, Nguyen A, Samadbeik M, Sullivan C. A scoping review of the governance of federated learning in healthcare. npj Digital Medicine 2025;8(1) View