A wearable illness signature is robust within individuals and reproducible at population scale, and simple aggregate temperature monitoring may be sufficient for campus health surveillance.
These findings establish 24-hour wrist movement as a rich and scalable source of health information, with the potential to support passive health monitoring and disease prediction at population scale, and establish Sensori, a self-supervised foundation model that learns general-purpose health representations directly f...
Yong Wang, D. McGagh, K. Broomberg et al.· 0 citations
Digital wearable devices provide objective characterization of human behaviors in real-world settings, yet their implications for health and diseases remain incompletely understood. Here, we analyzed a large-scale accelerometry-based cohort, including 70,473 participants with up to 10 years of follow-up, yielding a tot...
Ying Liang, Yu-Jia Zhao, Yue-Ting Deng et al.· Science Bulletin· 0 citations
Background/Objectives: Wearable devices provide multidimensional measures of cardiometabolic health. We aimed to derive latent physiological dimensions from ECG and motion variables collected by a wearable device and evaluate their associations with the individual health metrics of the Longevity Check-Up 8+ (LC8+) prog...
R. Calvani, F. Sollazzo, L. Sarti et al.· Medical Science· 0 citations
A clock assembled for breadth can follow modifiable physiology more closely than one fitted to mortality, with no loss of mortality discrimination that these data can detect.
A. Agarwal, N. Dhawale, P. Kumar et al.· medRxiv· 0 citations
WearableQA, a benchmark comprising 4,084 10-option multiple-choice questions constructed from the wearable time series, blood biomarkers, and demographics of 200 real users, provides a realistic and diagnostic benchmark for evaluating LLM reasoning over real-world wearable data.
Ji Soo Lee, Xi-Lun Chen, Pierce Chuang et al.· 0 citations
Depressive symptoms are prevalent in university students, yet scalable screening is constrained by self-report and intermittent assessment. Wearable monitoring of motion and light offers an objective alternative, though their combined screening characterization is limited. Undergraduate volunteers wore a self-designed...
Guan-Xiang Ding, Qi-Zhi Zhao, Lin-Xin Zou et al.· Biosensors· 0 citations
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