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Perplexity – a new predictor of cognitive changes in spoken language? – results of the Interdisciplinary Longitudinal Study on Adult Development and Aging (ILSE)

Frankenberg, Claudia ; Weiner, Jochen ; Schultz, Tanja ; Knebel, Maren ; Degen, Christina ; Wahl, Hans-W. ; Schroeder, Johannes

In: Linguistics Vanguard, 5 (2019), Nr. s2. pp. 1-10. ISSN 2199-174X

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Official URL: https://doi.org/10.1515/lingvan-2018-0026
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Abstract

Abstract: In addition to memory loss, progressive deterioration of speech and language skills is among the main symptoms at the onset of Alzheimer’s disease (AD) as well as in mild cognitive impairment (MCI). Detailed interview analyses demonstrated early symptoms years before the onset of AD/MCI. Automatic speech processing could be a promising approach to identifying underlying mechanisms in larger studies or even support diagnostics. Perplexity as a measure of predictability of text could be a sensitive indicator of cognitive deterioration. Therefore, voice recordings from the Interdisciplinary Longitudinal Study on Adult Development and Aging were analyzed with regard to neuropsychological parameters in participants that develop MCI/AD or remain cognitively healthy. Preliminary results indicate that perplexity predicts severity of cognitive deficits and information processing speed obtained 10–12 years later in participants who developed MCI/AD in contrast to those who stayed healthy. Findings support the heuristic value of research on the diagnostic potential of automatic speech processing.

Document type: Article
Journal or Publication Title: Linguistics Vanguard
Volume: 5
Number: s2
Publisher: De Gruyter Mouton
Place of Publication: Berlin ; New York, NY
Edition: Zweitveröffentlichung
Date Deposited: 20 Jan 2023 15:01
Date: 2019
ISSN: 2199-174X
Page Range: pp. 1-10
Faculties / Institutes: The Faculty of Behavioural and Cultural Studies > Institute of Psychology
The Faculty of Behavioural and Cultural Studies > Institut für Gerontologie
Service facilities > Uni-externe Einrichtungen
DDC-classification: 150 Psychology
Uncontrolled Keywords: language and aging, speech processing, Alzheimer’s disease, mild cognitive impairment
Additional Information: Dieser Beitrag ist aufgrund einer (DFG-geförderten) Allianz bzw. Nationallizenz frei zugänglich. *** This publication is freely accessible due to an Alliance licence and a national licence (funded by the DFG, German Research Foundation) respectively.
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