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Natural language processing techniques for studying language in pathological ageing: A scoping review.

Gloria Gagliardi1

  • 1Department of Classical Philology and Italian Studies, University of Bologna, Bologna, Italy.

International Journal of Language & Communication Disorders
|March 24, 2023
PubMed
Summary

Natural Language Processing (NLP) techniques show promise as digital linguistic biomarkers for early dementia detection in the elderly. This review synthesizes evidence on NLP

Keywords:
dementiadigital linguistic biomarkersnatural language processingpathological ageing

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Area of Science:

  • Geriatric Medicine
  • Computational Linguistics
  • Digital Health

Background:

  • Growing interest in verbal productions as digital biomarkers for low-cost pathology detection.
  • Linguistic analysis of written text and speech aids in diagnosing dementia and other elderly conditions.
  • Subtle verbal modifications in aging can be measured using NLP techniques as digital linguistic biomarkers (DLBs).

Purpose of the Study:

  • Critically appraise and synthesize evidence on Natural Language Processing (NLP) for clinical use in geriatrics.
  • Discuss the state of the art in studying language in healthy and pathological aging.
  • Highlight research on non-intrusive, language-based tools for early dementia identification.

Main Methods:

  • Scoping review of emerging evidence in the domain.
  • Searched MEDLINE, Cochrane, and Web of Science databases up to November 2021.
  • Reviewed proceedings of leading NLP conferences (2017-2021) and reference lists.

Main Results:

  • Provides an overview of NLP applications for studying dementia-related language disruption.
  • Suggests NLP's utility for cognitive dysfunctions in conditions like dysarthria, cerebrovascular disease, and mood disorders.
  • Empirical evidence indicates NLP techniques are promising for studying language changes in pathological aging.

Conclusions:

  • NLP techniques show high potential to significantly shift clinical practice in elderly dementia assessment.
  • DLBs offer a promising clinical tool for screening and diagnosing cognitive decline in the elderly.
  • Addresses challenges and open problems, serving as a starting point for clinicians in the DLB research field.