SearcharxivSearch

arXiv subjects

Betts Peters

Publications and source records attributed to Betts Peters.

3 recordsLinked to original sources

It's Complicated: On the Design and Evaluation of AI-Powered AAC Interfaces

Artificial intelligence (AI) can enhance what people who use augmentative and alternative communication (AAC) are able to do with their systems. However, evaluating AI-powered AAC interfaces can be difficult. People are intersectional beings and current evaluation metrics can struggle to capture the multifaceted and nuanced desires people may have for their AAC. We explore the complicated nature of six AAC problem spaces, explore how AI might be used in these spaces, and suggest more robust methods of evaluation that take the intersectional nuances of people into account. We also discuss broader issues that arise across these problem spaces and how they could be addressed using our proposed evaluation methods.

cs.HC

The Role of AAC in Social Communication and Community Engagement: Experiences and Opinions of Autistic Adults

Little research has explored the communication needs of autistic adults. Augmentative and alternative communication (AAC) can support these communication needs, but more guidance is needed on how to design AAC systems to support this population. We conducted an online, asynchronous, text-based focus group with five autistic adults to explore their social communication and community engagement and how AAC might support them. Our analysis found 1) participants' emotional experiences impact the communication methods they use, 2) speaking autistic adults can benefit from AAC use, and 3) autistic shutdown creates dynamic communication needs. We present implications for AAC interface design: supporting communication during shutdown, indicating communication ability, and addressing the fear of using AAC. We provide themes for future autism research: exploring the impact of a late diagnosis, understanding communication needs during shutdown, and researching the social and environmental factors that impact communication. Finally, we provide guidance for future online focus groups.

cs.HC

Methodology and feasibility of neurofeedback to improve visual attention to letters in mild Alzheimer's disease

Brain computer interfaces systems are controlled by users through neurophysiological input for a variety of applications including communication, environmental control, motor rehabilitation, and cognitive training. Although individuals with severe speech and physical impairment are the primary users of this technology, BCIs have emerged as a potential tool for broader populations, especially with regards to delivering cognitive training or interventions with neurofeedback. The goal of this study was to investigate the feasibility of using a BCI system with neurofeedback as an intervention for people with mild Alzheimer's disease. The study focused on visual attention and language since ad is often associated with functional impairments in language and reading. The study enrolled five adults with mild ad in a nine to thirteen week BCI EEG based neurofeedback intervention to improve attention and reading skills. Two participants completed intervention entirely. The remaining three participants could not complete the intervention phase because of restrictions related to covid. Pre and post assessment measures were used to assess reliability of outcome measures and generalization of treatment to functional reading, processing speed, attention, and working memory skills. Participants demonstrated steady improvement in most cognitive measures across experimental phases, although there was not a significant effect of NFB on most measures of attention. One subject demonstrated significantly significant improvement in letter cancellation during NFB. All participants with mild AD learned to operate a BCI system with training. Results have broad implications for the design and use of bci systems for participants with cognitive impairment. Preliminary evidence justifies implementing NFB-based cognitive measures in AD.

cs.HC