Automated Analysis of Spontaneous Facial Expression Variability in Neurocognitive Disorders During Naturalistic Conversation

These findings suggest that automated facial expression analysis can detect meaningful patterns of emotional variability across neurodegenerative conditions, potentially aiding in diagnostic differentiation. Future research should address current limitations through larger sample sizes, manual validation, and longitudinal designs to track changes over time.

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Publication Details

Journal
Alzheimer s & Dementia
Published
2025-12-01
DOI
https://doi.org/10.1002/alz70857_104472
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
Field-Weighted Citation Impact
0.00
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article

Automated Analysis of Spontaneous Facial Expression Variability in Neurocognitive Disorders During Naturalistic Conversation

Erin Marsh, Francesca Dino, Peter Pressman, Elliott D. Ross et al.
Alzheimer s & Dementia
Dementia and Cognitive Impairment Research
article

Automated Analysis of Spontaneous Facial Expression Variability in Neurocognitive Disorders During Naturalistic Conversation

Erin Marsh, Francesca Dino, Peter Pressman, Elliott D. Ross, Sofia S Messersmith, Mohammad Mahoor
article en

Abstract

These findings suggest that automated facial expression analysis can detect meaningful patterns of emotional variability across neurodegenerative conditions, potentially aiding in diagnostic differentiation. Future research should address current limitations through larger sample sizes, manual validation, and longitudinal designs to track changes over time.

Alzheimer s & DementiaVol. 21(S3)
University of Denver (US), Oklahoma City University (US), Alzheimer’s Disease Neuroimaging Initiative (US), University of Colorado Anschutz Medical Campus (US), University of Oklahoma (US), University of Colorado Denver (US)
Reduced inequalities
Openalex Percentile: Top 34%
Dementia and Cognitive Impairment Research
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