Relationship between language features extracted through NLP and clinically diagnosed Alzheimer's disease and mild cognitive impairment in Slovak
Lexical complexity metrics effectively differentiate between healthy controls, MCI, and AD in Slovak speakers.Measures such as GTTR, UBER, and HONOR exhibit strong diagnostic potential for neurodegenerative diseases.Education significantly influences linguistic deficits, with higher education correlating to reduced cognitive decline.Findings underscore the importance of studying minority languages for advancing AD and MCI diagnostics.
Authors
- Michal Munk (ORCID: https://orcid.org/0000-0002-9913-3596)
- Lívia Kelebercová (ORCID: https://orcid.org/0000-0001-5060-7300)
- Daša Munková (ORCID: https://orcid.org/0000-0002-1003-7929)
- Natáliia Časnochova Zozuk (ORCID: https://orcid.org/0000-0002-9822-7347)
Institutions
- Constantine the Philosopher University in Nitra (SK)
Publication Details
- Journal
- Alzheimer s & Dementia Diagnosis Assessment & Disease Monitoring
- Published
- 2025-04-01
- DOI
- https://doi.org/10.1002/dad2.70122
- Primary Topic
- Neurobiology of Language and Bilingualism
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Agentúra na Podporu Výskumu a Vývoja