Application of machine learning and temporal response function modeling of EEG data for differential diagnosis in primary progressive aphasia

Abstract Primary progressive aphasia (PPA) is a neurodegenerative syndrome characterized by progressive decline in speech and/or language. There are three PPA subtypes with distinct speech-language profiles. Early diagnosis is essential for optimal provision of care but differential diagnosis by PPA...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Heather Dial, Lokesha S. Pugalenthi, G. Nike Gnanateja, Junyi Jessy Li, Maya L. Henry
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-08-01
Subjects:	Primary progressive aphasia Temporal response function Differential diagnosis Electroencephalography Machine learning Natural language processing
Online Access:	https://doi.org/10.1038/s41598-025-13000-8