Enhancing Dementia Classification for Diverse Demographic Groups: Using Vision Transformer-Based Continuous Scoring of Clock Drawing Tests

This study demonstrates the potential of continuous CDT generated by DLNN to enhance dementia classification. By identifying demographic-specific thresholds, it offers a more inclusive and adaptive approach, which could lead to improved guidelines for using CDT in dementia screening.

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Publication Details

Journal
The Journals of Gerontology Series B
Published
2025-04-08
DOI
https://doi.org/10.1093/geronb/gbaf065
Citations
2
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
Field-Weighted Citation Impact
2.94
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article

Enhancing Dementia Classification for Diverse Demographic Groups: Using Vision Transformer-Based Continuous Scoring of Clock Drawing Tests

Roberto Melipillán, Richard Gonzalez, Laura B. Zahodne, Vicki A. Freedman et al.
2 citations
The Journals of Gerontology Series B
Dementia and Cognitive Impairment Research
2.94
article

Enhancing Dementia Classification for Diverse Demographic Groups: Using Vision Transformer-Based Continuous Scoring of Clock Drawing Tests

Roberto Melipillán, Richard Gonzalez, Laura B. Zahodne, Vicki A. Freedman, Yi Lu Murphey, Mengyao Hu, Tian Qin
article en
2 citations

Abstract

This study demonstrates the potential of continuous CDT generated by DLNN to enhance dementia classification. By identifying demographic-specific thresholds, it offers a more inclusive and adaptive approach, which could lead to improved guidelines for using CDT in dementia screening.

The Journals of Gerontology Series BVol. 80(7)
University of Michigan (US), University of Michigan–Dearborn (US), The University of Texas Health Science Center (US), The University of Texas Health Science Center at Houston (US)
Quality Education
Openalex Percentile: Top 11%
Dementia and Cognitive Impairment Research
2.94
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Enhancing Dementia Classification for Diverse Demographic Groups: Using Vision Transformer-Based Continuous Scoring of Clock Drawing Tests — Roberto Melipillán, Richard Gonzalez, et al. · The Journals of Gerontology Series B (2025) | TGRS Research Map | TGRS