Exploring the Influence of SSDOH and Self‐Identified Race on Resilience and Vulnerability using Machine Learning for NACC UDS

This machine learning model is a valuable tool for analyzing cognition and identifying abnormal aging patterns in large-scale datasets, including identification of vulnerable and resilient individuals. Understanding the influence of demographic variables in generating these predictions allows us to better understand their role in vulnerable and resilient aging.

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Publication Details

Journal
Alzheimer s & Dementia
Published
2025-12-01
DOI
https://doi.org/10.1002/alz70857_105739
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
Field-Weighted Citation Impact
0.00
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article

Exploring the Influence of SSDOH and Self‐Identified Race on Resilience and Vulnerability using Machine Learning for NACC UDS

David A. Wolk, Zahra Khodakarami, Dawn Mechanic‐Hamilton, Paul A. Yushkevich et al.
Alzheimer s & Dementia
Dementia and Cognitive Impairment Research
article

Exploring the Influence of SSDOH and Self‐Identified Race on Resilience and Vulnerability using Machine Learning for NACC UDS

David A. Wolk, Zahra Khodakarami, Dawn Mechanic‐Hamilton, Paul A. Yushkevich, Emma P Fischer, Christopher D. Brown, Sandhitsu R. Das
article en

Abstract

This machine learning model is a valuable tool for analyzing cognition and identifying abnormal aging patterns in large-scale datasets, including identification of vulnerable and resilient individuals. Understanding the influence of demographic variables in generating these predictions allows us to better understand their role in vulnerable and resilient aging.

Alzheimer s & DementiaVol. 21(S3)
University of Pennsylvania (US)
Openalex Percentile: Top 32%
Dementia and Cognitive Impairment Research
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