Is cognitive impairment associated with reduced syntactic complexity in writing? Evidence from automated text analysis

Is cognitive impairment associated with reduced syntactic complexity in writing? Evidence from automated text analysis

Background: Written language impairments are common in Alzheimer's disease and reduced syntactic complexity in written discourse has been observed decades before the onset of dementia. The validity of average dependency distance (ADD), a measure of syntactic complexity, in cognitive decline nee...

Full description

Saved in:
Bibliographic Details
Published in:Aphasiology Vol. 35; no. 7; pp. 900 - 913
Main Authors: Sand Aronsson, Fredrik, Kuhlmann, Marco, Jelic, Vesna, Östberg, Per
Format: Journal Article
Language:English
Published: Abingdon Routledge 2021
Taylor & Francis Ltd
Subjects:
Alzheimer's disease
Automatic text analysis
average dependency distance
Cognitive ability
Cognitive impairment
Dementia
Dementia disorders
Language disorders
mci
Medicin och hälsovetenskap
Memory
Neurodegenerative diseases
Patients
Regression analysis
sci
Syntactic complexity
Text analysis
Written language
sci
mci
Syntactic complexity
Alzheimers disease
average dependency distance
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:Background: Written language impairments are common in Alzheimer's disease and reduced syntactic complexity in written discourse has been observed decades before the onset of dementia. The validity of average dependency distance (ADD), a measure of syntactic complexity, in cognitive decline needs to be studied further to evaluate its clinical relevance. Aims: The aim of the study was to determine whether ADD is associated with levels of cognitive impairment in memory clinic patients. Methods & procedures: We analyzed written texts collected in clinical practice from 114 participants with subjective cognitive impairment, mild cognitive impairment, and Alzheimer's disease during routine assessment at a memory clinic. ADD was measured using automated analysis methods consisting of a syntactic parser and a part-of-speech tagger. Outcomes & results: Our results show a significant association between ADD and levels of cognitive impairment, using ordinal logistic regression models. Conclusion: These results suggest that ADD is clinically relevant with regard to levels of cognitive impairment and indicate a diagnostic potential for ADD in cognitive assessment.
ISSN:0268-7038
1464-5041
1464-5041
DOI:10.1080/02687038.2020.1742282