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Predictive Risk Models for Frailty Onset in Older Adults: A Scoping Review of Methodological Trends; Model Performance; and Clinical Translation Gap

delete2026-07-30
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OA
AI
J
Jiechenming Xiao
W
Weihong Zhang
D
Dan Xu
H
Huiping Mao
杨恒 cover
杨恒 (Heng Yang)
DOI:10.2147/cia.s620467delete
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Abstract

Abstract

En 中文
Identifying older adults at risk of frailty is crucial for early intervention. Although numerous prediction models have emerged, no scoping review has systematically mapped their methodological trends and barriers to clinical implementation. This scoping review aimed to examine methodological characteristics, model performance, and translational gaps in frailty onset prediction models for older adults.
Keywords:
aging
older adults
frail elderly
machine learning
risk assessment
clinical translation

Journal

Clinical Interventions in Aging cover
Clinical Interventions in Aging
IF:
3.7
Papers:
3.1K
Citations:
1.1W

Organization

D
department of nursing
Scholars:
742
Papers: 550
Citations: 0
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