Enhancing Dementia Risk Prediction with Heart Rate and Machine Learning in the Canadian Longitudinal Study on Aging (CLSA)

The addition of resting heart rate significantly improves the predictive accuracy of the CAIDE model, particularly when using machine learning methods. This highlights the potential of this approach to enhance traditional risk models, enabling more precise dementia risk assessments, closer monitoring, and the implementation of preventive strategies.

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Publication Details

Journal
Alzheimer s & Dementia
Published
2025-12-01
DOI
https://doi.org/10.1002/alz70860_098393
Primary Topic
Heart rate and cardiovascular health
Type
article
Field-Weighted Citation Impact
0.00
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article

Enhancing Dementia Risk Prediction with Heart Rate and Machine Learning in the Canadian Longitudinal Study on Aging (CLSA)

SoFong Cam Ngan, Rebecca E. K. MacPherson, William Pickett, Shakiru A. Alaka et al.
Alzheimer s & Dementia
Heart rate and cardiovascular health
article

Enhancing Dementia Risk Prediction with Heart Rate and Machine Learning in the Canadian Longitudinal Study on Aging (CLSA)

SoFong Cam Ngan, Rebecca E. K. MacPherson, William Pickett, Shakiru A. Alaka, Christopher Chen, Newman Sze
article en

Abstract

The addition of resting heart rate significantly improves the predictive accuracy of the CAIDE model, particularly when using machine learning methods. This highlights the potential of this approach to enhance traditional risk models, enabling more precise dementia risk assessments, closer monitoring, and the implementation of preventive strategies.

Alzheimer s & DementiaVol. 21(S6)
Brock University (CA), National University Health System (SG)
Openalex Percentile: Top 31%
Heart rate and cardiovascular health
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