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Explainable machine learning models predicting the risk of social isolation in older adults: a prospective cohort study

Abstract Introduction This study aimed to develop a machine learning system to predict social isolation risk in older adults. Methods Data from a sample of 6588 older adults in China were analyzed using information from China Health and Retirement Longitudinal Study from 2015 to 2018. We employed th...

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Hlavní autoři: Mingfei Jiang, Xiaoran Li, YongLu
Médium: Artigo
Jazyk:Inglês
Vydáno: BMC 2025-05-01
Edice:BMC Public Health
Témata:
Machine learning
ML
Social isolation
Predictive modelling
Risk factors
On-line přístup:https://doi.org/10.1186/s12889-025-23108-1
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