Mortality prediction among older people in primary care: a comparison of predictive performance of the frailty index with regression-based and machine learning models

Regression-based and machine learning prediction models using single frailty deficits outperform the frailty index in predicting one- and five-year mortality. However, these models can be more complex and less interpretable. We found lower performance for people with dementia, suggesting the models are less applicable in this subpopulation.

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Publication Details

Journal
Archives of Gerontology and Geriatrics
Published
2025-11-24
DOI
https://doi.org/10.1016/j.archger.2025.106096
Citations
1
Primary Topic
Frailty in Older Adults
Type
article
Field-Weighted Citation Impact
1.22

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article

Mortality prediction among older people in primary care: a comparison of predictive performance of the frailty index with regression-based and machine learning models

Iris van der Heide, Karlijn J. Joling, Hein PJ Van Hout, Emiel O. Hoogendijk et al.
1 citations
Archives of Gerontology and Geriatrics
Frailty in Older Adults
1.22
article

Mortality prediction among older people in primary care: a comparison of predictive performance of the frailty index with regression-based and machine learning models

Iris van der Heide, Karlijn J. Joling, Hein PJ Van Hout, Emiel O. Hoogendijk, Robert Verheij, Collin Jc Exmann
article en
1 citations

Abstract

Regression-based and machine learning prediction models using single frailty deficits outperform the frailty index in predicting one- and five-year mortality. However, these models can be more complex and less interpretable. We found lower performance for people with dementia, suggesting the models are less applicable in this subpopulation.

Archives of Gerontology and GeriatricsVol. 142
Tilburg University (NL), National Health Care Institute (NL), Netherlands Institute for Health Services Research (NL), Vrije Universiteit Amsterdam (NL), University of Amsterdam (NL)
European Commission
Openalex Percentile: Top 16%
Frailty in Older Adults
1.22
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