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Saunders, Stina, Haider, Fasih, Lanzi, Alyssa M., MacWhinney, Brian, Fromm, Davida, Chou, Chia‐Ju, Liu, Yi‐Chien, Chang, Ya‐Ning, Gregory, Sarah, Ritchie, Craig, Lazarou, Ioulietta, Nikolopoulos, Spiros, Kompatsiaris, Ioannis, Danso, Samuel O., Muniz‐Terrera, Graciela, Orozco‐Arroyave, Juan Rafael, Perez‐Toro, Paula Andrea, Cesario, Raquel Rangel, Cesario, Manuel and Luz, Saturnino (2026) The collection of speech data for the assessment of cognition remotely: Balancing ethical and practical challenges. Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring, 18 (2): e70341. e70341. ISSN 2352-8729

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Abstract

Abstract

Speech biomarkers could form a critical step in improving the accessibility, scalability, and early detection of Alzheimer's disease and related dementias. However, ethical and practical challenges remain across regulatory and cultural contexts. In this paper, we briefly review the challenges in adopting speech biomarkers, relate our experiences globally to recent advances in the neurodegenerative field, and consider how speech assessments could be integrated into clinical care. Insights from high‐ and low‐ and middle‐income countries (Taiwan, Ghana, Colombia, Brazil, Greece, UK, and US) demonstrate the potential impact of speech technology. While there are common benefits, risks, incentives, and hurdles, many aspects are specific to country or region. There is a need for more speech data sets (particularly in languages other than English), standardization in data collection and analysis, stronger collaboration between machine learning and neurodegenerative disease experts, unified privacy regulation, and finally, a consensus on the clinical interpretation of speech biomarker data.

Item Type: Article
Additional Information: ** Article version: VoR ** From Wiley via Jisc Publications Router ** History: received 01-09-2025; rev-recd 13-03-2026; accepted 25-03-2026; ppub 01-04-2026; epub 08-06-2026. ** Licence for VoR version of this article: http://creativecommons.org/licenses/by/4.0/
Uncontrolled Keywords: Alzheimer's disease, outcome measures, speech biomarkers, brain health, detection of cognitive decline
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SWORD Depositor: Publication Router
Depositing User: Publication Router
URI: https://sure.sunderland.ac.uk/id/eprint/20322

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Additional Information
** Article version: VoR ** From Wiley via Jisc Publications Router ** History: received 01-09-2025; rev-recd 13-03-2026; accepted 25-03-2026; ppub 01-04-2026; epub 08-06-2026. ** Licence for VoR version of this article: http://creativecommons.org/licenses/by/4.0/
Uncontrolled Keywords
Alzheimer's disease, outcome measures, speech biomarkers, brain health, detection of cognitive decline
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Depositing User

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Item ID
20322
Identification Number
ISSN
2352-8729

Users with ORCIDS

ORCID for Stina Saunders
ORCID for Saturnino Luz

Catalogue record

Date Deposited
13 Jun 2026 13:47
Last Modified
13 Jun 2026 13:47

Contributors

Author
Fasih Haider
Author
Alyssa M. Lanzi
Author
Brian MacWhinney
Author
Davida Fromm
Author
Chia‐Ju Chou
Author
Yi‐Chien Liu
Author
Ya‐Ning Chang
Author
Sarah Gregory
Author
Craig Ritchie
Author
Ioulietta Lazarou
Author
Spiros Nikolopoulos
Author
Ioannis Kompatsiaris
Author
Samuel O. Danso
Author
Graciela Muniz‐Terrera
Author
Juan Rafael Orozco‐Arroyave
Author
Paula Andrea Perez‐Toro
Author
Raquel Rangel Cesario
Author
Manuel Cesario

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