Keywords
technology, sentence production, aphasia, artificial intelligence, augmentative and alternative communication
Abstract
Background
People with aphasia may be supported by augmentative and alternative communication systems, but further development is necessary to improve the communication support such systems provide. Advances in artificial intelligence methods of natural language processing may provide improved support for people with aphasia, but development and testing involving people with aphasia is critical.
Aims
The purpose of the study is to describe the development and pilot testing of a new AAC system for people with aphasia, a mobile web app named Aphasia-GPT.
Methods & Procedures
Aphasia-GPT is specifically designed to receive spoken input from a user with aphasia; it then provides a list of suggested or predicted utterances that are well-formed while still based on the disordered input. Three participants with aphasia participated in language sampling with and without the support of the system. Outcomes of the support provided by the system were qualitatively summarized and described. The participants were also interviewed for their perspectives on the system.
Outcomes & Results
Results from the pilot test of the Aphasia-GPT system in three people with moderate aphasia suggested its current form may best serve as a sentence production aid for those with non-fluent aphasia and relatively few phonemic paraphasias or apraxic errors. Results also revealed areas for future improvement, including handling of less intelligible speech and providing applicable suggestions for a broader array of communication scenarios.
Conclusions
User feedback and clinical observations support further development of the system to enhance communication for a broader range of profiles and communication tasks.
Original Publication Citation
Bailey, D. J., Herget, F., Hansen, D., Burton, F., Pitt, G., Harmon, T., & Wingate, D. (2024). Generative AI applied to AAC for aphasia: A pilot study of Aphasia-GPT. Aphasiology, 1-16. https://doi.org/10.1080/02687038.2024.2445663
BYU ScholarsArchive Citation
Bailey, Dallin J.; Herget, Francesca; Hansen, Derek; Burton, Forrest; Pitt, Grant; Harmon, Tyson; and Wingate, David, "Generative AI Applied to AAC for Aphasia: A Pilot Study of Aphasia-GPT" (2024). Faculty Publications. 8764.
https://scholarsarchive.byu.edu/facpub/8764
Document Type
Peer-Reviewed Article
Publication Date
2024-12-31
Publisher
Aphasiology
Language
English
College
David O. McKay School of Education
Department
Communication Disorders
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