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Development of Digital Voice Biomarkers and Associations with Cognition, CSF Biomarkers and Neural Representation in Early Alzheimer’s Disease

Ihab Hajjar , Maureen Okafor , Jinho D. Choi , Elliot Moore II , Anees Abrol , Vince D. Calhoun , Felicia C. Goldstein

Abstract

Introduction: Advances in natural language processing, speech recognition and machine learning allow the exploration of linguistic and acoustic changes previously difficult to measure. We developed processes for deriving lexical-semantic and acoustic measures as Alzheimer’s disease (AD) digital voice biomarkers, and evaluated the clinical sensitivity of these derived measures against neurocognitive, neuroimaging, and CSF AD biomarker data.