Transforming label-efficient decoding of healthcare wearables with self-supervised learning and “embedded” medical domain expertise

Abstract Healthcare wearables are transforming health monitoring, generating vast and complex data in everyday free-living environments. While supervised deep learning has enabled tremendous advances in interpreting such data, it remains heavily dependent on large labeled datasets, which are often d...

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Bibliographic Details
Main Authors: Xiao Gu, Zhangdaihong Liu, Jinpei Han, Jianing Qiu, Wenfei Fang, Lei Lu, Lei Clifton, Yuan-Ting Zhang, David A. Clifton
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Communications Engineering
Online Access:https://doi.org/10.1038/s44172-025-00467-6
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