Natural language processing‐based classification of early Alzheimer's disease from connected speech

This study compared five types of connected speech for the detection of early Alzheimer's disease (AD). Autobiographical interviews yielded a higher specificity than scene descriptions. A preceding clinical AD classification task can refine the performance of amyloid status classification in cognitively healthy individuals.

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Publication Details

Journal
Alzheimer s & Dementia
Published
2025-01-27
DOI
https://doi.org/10.1002/alz.14530
Citations
3
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
Field-Weighted Citation Impact
4.41

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article

Natural language processing‐based classification of early Alzheimer's disease from connected speech

Patrick Dupont, Bastiaan Tamm, Ella Eycken, Helena Balabin et al.
3 citations
Alzheimer s & Dementia
Dementia and Cognitive Impairment Research
4.41
article

Natural language processing‐based classification of early Alzheimer's disease from connected speech

Patrick Dupont, Bastiaan Tamm, Ella Eycken, Helena Balabin, Rik R. Vandenberghe, Marie‐Francine Moens, Hugo Van hamme, Steffi De Meyer, Laure Spruyt, Ines Kabouche, Nathalie Dusart, Kevin Statz
article en
3 citations

Abstract

This study compared five types of connected speech for the detection of early Alzheimer's disease (AD). Autobiographical interviews yielded a higher specificity than scene descriptions. A preceding clinical AD classification task can refine the performance of amyloid status classification in cognitively healthy individuals.

Alzheimer s & DementiaVol. 21(2)
Allen Institute for Brain Science (US), VIB-KU Leuven Center for Brain & Disease Research (BE), KU Leuven (BE)
Fonds Wetenschappelijk Onderzoek, KU Leuven, Vlaamse regering
Reduced inequalities, Peace, Justice and strong institutions
Openalex Percentile: Top 7%
Dementia and Cognitive Impairment Research
4.41
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Natural language processing‐based classification of early Alzheimer's disease from connected speech — Patrick Dupont, Bastiaan Tamm, et al. · Alzheimer s & Dementia (2025) | TGRS Research Map | TGRS