Development of a visualized risk prediction system for sarcopenia in older adults using machine learning: a cohort study based on CHARLS
IntroductionThe older adult are at high risk of sarcopenia, making early identification and scientific intervention crucial for healthy aging.MethodsThis study utilized data from the China Health and Retirement Longitudinal Study (CHARLS), including a cohort of 2,717 middle-aged and older adult part...
Saved in:
| Main Authors: | Jinsong Du, Xinru Tao, Le Zhu, Heming Wang, Wenhao Qi, Xiaoqiang Min, Shujie Wei, Xiaoyan Zhang, Qiang Liu |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Frontiers Media S.A.
2025-03-01
|
| Series: | Frontiers in Public Health |
| Subjects: | |
| Online Access: | https://www.frontiersin.org/articles/10.3389/fpubh.2025.1544894/full |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
-
A risk prediction system for depression in middle-aged and older adults grounded in machine learning and visualization technology: a cohort study
by: Jinsong Du, et al.
Published: (2025-06-01) -
Association between METS-VF and sarcopenia among middle-aged and older adults in China: The first longitudinal evidence from CHARLS
by: Tong Li, et al.
Published: (2025-07-01) -
Fall history and risk of incident stroke in middle-aged and older adults with possible sarcopenia: A longitudinal cohort study based on CHARLS
by: Peiling Ke, et al.
Published: (2025-10-01) -
Association between sarcopenia and components of metabolic syndrome among Chinese older adults: a population-based longitudinal study using CHARLS
by: Wenjing Tang, et al.
Published: (2025-08-01) -
Baseline and longitudinal changes in peak expiratory flow rate as predictors of sarcopenia in older adults: A 4-year cohort study
by: Hui Qian, et al.
Published: (2025-09-01)