{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,8]],"date-time":"2026-09-08T15:15:33Z","timestamp":1788880533103,"version":"build-2803163510"},"reference-count":64,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JMIR Neurotech"],"abstract":"Abstract<\/jats:title>\n \n Background<\/jats:title>\n The emergence of generative artificial intelligence (GenAI) presents unprecedented opportunities to redefine conceptions of personhood and cognitive disability, potentially enhancing the inclusion and participation of individuals with cognitive disabilities in society.<\/jats:p>\n <\/jats:sec>\n \n Objective<\/jats:title>\n We aim to explore the transformative potential of GenAI in reshaping perceptions of cognitive disability, dismantling societal barriers, and promoting social participation for individuals with cognitive disabilities.<\/jats:p>\n <\/jats:sec>\n \n Methods<\/jats:title>\n This study is a critical review of current literature in disability studies, artificial intelligence (AI) ethics, and computer science, integrating insights from disability theories and the philosophy of technology. The analysis focused on 2 key aspects: GenAI as a social mirror reflecting societal values and biases, and GenAI as a cognitive partner for individuals with cognitive disabilities.<\/jats:p>\n <\/jats:sec>\n \n Results<\/jats:title>\n This paper proposes a theoretical framework for understanding the impact of GenAI on perceptions of cognitive disability. It introduces the concepts of GenAI as a \u201csocial mirror\u201d that reflects and potentially amplifies societal biases and as a \u201ccognitive copilot\u201d providing personalized assistance in daily tasks, social interactions, and environmental navigation. This paper also presents a novel protocol for developing AI systems tailored to the needs of individuals with cognitive disabilities, emphasizing user involvement, ethical considerations, and the need to address both the opportunities and challenges posed by GenAI.<\/jats:p>\n <\/jats:sec>\n \n Conclusions<\/jats:title>\n Although GenAI has great potential for promoting the inclusion and empowerment of individuals with cognitive disabilities, realizing this potential requires a change in societal attitudes and development practices. This paper calls for interdisciplinary collaboration and close partnership with the disability community in the development and implementation of GenAI technologies. Realizing the potential of GenAI for promoting the inclusion and empowerment of individuals with cognitive disabilities requires a multifaceted approach. This involves a shift in societal attitudes, inclusive AI development practices that prioritize the needs and perspectives of the disability community, and ongoing interdisciplinary collaboration. This paper emphasizes the importance of proceeding with caution, recognizing the ethical complexities and potential risks alongside the transformative possibilities of GenAI technology.<\/jats:p>\n <\/jats:sec>","DOI":"10.2196\/64182","type":"journal-article","created":{"date-parts":[[2024,11,6]],"date-time":"2024-11-06T05:31:51Z","timestamp":1730871111000},"page":"e64182-e64182","source":"Crossref","is-referenced-by-count":17,"title":["Transforming Perceptions: Exploring the Multifaceted Potential of Generative AI for People With Cognitive Disabilities"],"prefix":"10.2196","volume":"4","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1376-3096","authenticated-orcid":false,"given":"Dorit","family":"Hadar Souval","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4933-2113","authenticated-orcid":false,"given":"Yuval","family":"Haber","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6099-8904","authenticated-orcid":false,"given":"Amir","family":"Tal","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3736-9157","authenticated-orcid":false,"given":"Tomer","family":"Simon","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-6668-9378","authenticated-orcid":false,"given":"Tal","family":"Elyoseph","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5717-4074","authenticated-orcid":false,"given":"Zohar","family":"Elyoseph","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2025,1,15]]},"reference":[{"issue":"1","key":"R1","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1080\/15265161.2023.2278546","article-title":"Beyond personhood: ethical paradigms in the generative artificial intelligence era","volume":"24","author":"Elyoseph","journal-title":"Am J Bioeth"},{"issue":"1","key":"R2","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1080\/15265161.2023.2278561","article-title":"The ends of personhood","volume":"24","author":"Holm","journal-title":"Am J Bioeth"},{"issue":"1","key":"R3","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1080\/15265161.2022.2160515","article-title":"The end of personhood","volume":"24","author":"Blumenthal-Barby","journal-title":"Am J Bioeth"},{"key":"R4","doi-asserted-by":"publisher","DOI":"10.2196\/54781","article-title":"The artificial third: a broad view of the effects of introducing generative artificial intelligence on psychotherapy","volume":"11","author":"Haber","journal-title":"JMIR Ment Health"},{"key":"R5","doi-asserted-by":"crossref","unstructured":"Sutcliffe MS Radonovich K . 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[doi: 10.4018\/978-1-7998-9534-3.ch003]","DOI":"10.4018\/978-1-7998-9534-3.ch003"},{"issue":"22","key":"R8","doi-asserted-by":"publisher","first-page":"7903","DOI":"10.1080\/00207543.2023.2195957","article-title":"Manual assembly learning, disability, and instructions: an industrial experiment","volume":"61","author":"Peltokorpi","journal-title":"Int J Prod Res"},{"issue":"3","key":"R9","doi-asserted-by":"publisher","first-page":"697","DOI":"10.1016\/j.ejor.2024.04.005","article-title":"Skill development in the field of scheduling: a structured literature review","volume":"321","author":"Heuser","journal-title":"Eur J Oper Res"},{"issue":"1","key":"R10","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1080\/19397038.2024.2328711","article-title":"Lack of verified inclusive technology for workers with disabilities in Industry 4.0: a systematic review","volume":"17","author":"Rojas","journal-title":"Int J Sustainable Eng"},{"issue":"12","key":"R11","doi-asserted-by":"publisher","first-page":"4530","DOI":"10.1080\/00207543.2023.2266066","article-title":"Employing disabled workers in production: simulating the impact on performance and service level","volume":"62","author":"Litwin","journal-title":"Int J Prod Res"},{"key":"R12","doi-asserted-by":"publisher","DOI":"10.1016\/j.jemep.2019.100407","article-title":"Personhood across disciplines: applications to ethical theory and mental health ethics","volume":"10","author":"Young","journal-title":"Ethics Med Public Health"},{"key":"R13","doi-asserted-by":"crossref","unstructured":"Rosfort R . 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[doi: 10.1145\/3630106.3658946]","DOI":"10.1145\/3630106.3658946"},{"issue":"12","key":"R39","doi-asserted-by":"publisher","first-page":"86","DOI":"10.1145\/3458723","article-title":"Datasheets for datasets","volume":"64","author":"Gebru","journal-title":"Commun ACM"},{"issue":"7","key":"R40","doi-asserted-by":"publisher","first-page":"3771","DOI":"10.1109\/TSE.2023.3271065","article-title":"Self-supervised learning to prove equivalence between straight-line programs via rewrite rules","volume":"49","author":"Kommrusch","journal-title":"IEEE Trans Softw Eng"},{"issue":"5","key":"R41","doi-asserted-by":"publisher","first-page":"807","DOI":"10.1162\/neco_a_01574","article-title":"Reward maximization through discrete active inference","volume":"35","author":"Da Costa","journal-title":"Neural Comput"},{"issue":"4","key":"R42","doi-asserted-by":"publisher","first-page":"480","DOI":"10.1080\/00224545.2021.2017253","article-title":"The stereotype content model and disabilities","volume":"163","author":"Canton","journal-title":"J Soc Psychol"},{"key":"R43","unstructured":"Ferland L Li Z Sukhani S Zheng J Zhao L Gini M . 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