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...
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| Published in | Aphasiology Vol. 35; no. 7; pp. 900 - 913 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Abingdon
Routledge
03.07.2021
Taylor & Francis Ltd |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0268-7038 1464-5041 1464-5041 |
| DOI | 10.1080/02687038.2020.1742282 |
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| Abstract | 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. |
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| AbstractList | 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. Background: Written language impairments are common in Alzheimers 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 Alzheimers 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. 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. |
| Author | Östberg, Per Kuhlmann, Marco Sand Aronsson, Fredrik Jelic, Vesna |
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| Keywords | sci mci Syntactic complexity Alzheimers disease average dependency distance |
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| Snippet | Background: Written language impairments are common in Alzheimer's disease and reduced syntactic complexity in written discourse has been observed decades... Background: Written language impairments are common in Alzheimer’s disease and reduced syntactic complexity in written discourse has been observed decades... Background: Written language impairments are common in Alzheimers disease and reduced syntactic complexity in written discourse has been observed decades... |
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| SubjectTerms | Alzheimer's disease Automatic text analysis average dependency distance Cognitive ability Cognitive impairment Dementia Dementia disorders Language disorders mci Memory Neurodegenerative diseases Patients Regression analysis sci Syntactic complexity Text analysis Written language |
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| Title | Is cognitive impairment associated with reduced syntactic complexity in writing? Evidence from automated text analysis |
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