Jinjoo Shim
Jinjoo Shim
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Circadian Rhythm
Circadian Rhythm Analysis Using Wearable-Based Accelerometry as a Digital Biomarker of Aging and Healthspan
Recognizing the pivotal role of circadian rhythm in the human aging process and its scalability through wearables, we introduce …
Jinjoo Shim
,
Elgar Fleisch
,
Filipe Barata
DOI
2.Explainable AI in biological age estimation
Applying SHAP (SHapley Additive exPlanations) method to identify factors influencing biological age using wearable data
May 3, 2024
Comparative Efficacy of Commercial Wearables for Circadian Rhythm Home Monitoring from Activity, Heart Rate, and Core Body Temperature
Circadian rhythms govern biological patterns that follow a 24-hour cycle. Dysfunctions in circadian rhythms can contribute to various …
Fan Wu
,
Patrick Langer
,
Jinjoo Shim
,
Elgar Fleisch
,
Filipe Barata
DOI
Wearable-based accelerometer activity profile as digital biomarker of inflammation, biological age, and mortality using hierarchical clustering analysis in NHANES 2011–2014
Repeated disruptions in circadian rhythms are associated with implications for health outcomes and longevity. The utilization of …
Jinjoo Shim
,
Elgar Fleisch
,
Filipe Barata
DOI
Precise Segmentation of U.S. Adults from 24-Hour Wearable-based Physical Activity Profiles Using Machine Learning Clustering
Growing evidence shows that wearable-based physical activity data (e.g., accelerometer) could be used as digital biomarkers to identify …
Jinjoo Shim
,
Elgar Fleisch
,
Filipe Barata
DOI
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