Predicting cognitive frailty in community-dwelling older adults: a machine learning approach based on multidomain risk factors

Predicting cognitive frailty in community-dwelling older adults: a machine learning approach based on multidomain risk factors

Abstract Cognitive frailty (CF), a clinical syndrome involving both physical frailty (PF) and impaired cognition (IC), is associated with adverse health outcomes in older adults. This study aimed to identify key predictors of CF and develop a machine learning-based model for CF risk assessment using...

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Bibliographic Details
Main Authors: Catherine Park, Namhee Kim, Chang Won Won, Miji Kim
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Aged
Cognition
Frailty
Machine learning
Precision medicine
Online Access:https://doi.org/10.1038/s41598-025-00844-3
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