整合聊天机器人:支持德克萨斯州自闭症学生的大学过渡。

IF 3.2 2区 心理学 Q1 PSYCHOLOGY, DEVELOPMENTAL
Han Bum Lee, Humberto Peña, Yi-Fan Li, Nancy Cheak-Zamora
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引用次数: 0

摘要

尽管在减少残疾学生和非残疾学生之间的高等教育入学差距方面取得了长足进步,但对自闭症谱系障碍(ASD)学生来说,向高等教育的过渡仍然特别具有挑战性。这些学生在大学申请过程中遇到了独特的障碍,需要量身定制的支持。人工智能(AI)的进步,特别是个性化帮助,为提高教育咨询的包容性提供了有希望的机会。本研究通过研究人工智能聊天机器人ADVi,探索了人工智能的应用,以帮助自闭症学生在复杂的大学录取过程中导航。ADVi是一种人工智能聊天机器人,可以通过短信交流,提供信息,建议可行的步骤,并回答大学录取相关的问题。我们使用了一个多水平负二项回归模型来检验自闭症学生在向高等教育过渡期间是否表现出对基于人工智能的帮助的明显需求。这项分析基于2021年从德克萨斯州公立高中毕业的115354名有抱负的大学生的数据,其中807人被确定患有自闭症。自闭症学生明显比正常发展的同龄人更多地使用ADVi,特别是那些先前考试成绩较低的学生(基于高中期间进行的五次州强制考试的综合衡量标准)。在之前的测试成绩中,自闭症学生比同龄人多发132.2%的信息;中蘖差异为78.5%,顶蘖差异为36.2%。这些结果突出了自闭症学生越来越多地使用人工智能,并表明可能需要额外的人工智能工具,以促进需要专业帮助的学生更顺利地完成教育过渡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integrating Chatbots: Supporting the College Transition for Autistic Students in Texas.

Despite strides in reducing postsecondary enrollment disparities between students with and without disabilities, the transition to postsecondary education remains particularly challenging for students with autism spectrum disorder (ASD). These students encounter unique barriers that necessitate tailored support during the college application process. Advances in artificial intelligence (AI), particularly personalized assistance, offer promising opportunities for enhancing inclusivity in educational counseling. This study explored the application of AI to assist autistic students in navigating the complexities of the college admissions process by examining ADVi, an AI chatbot that communicates through text messages to provide information, suggest actionable steps, and answer college admission-related inquiries. We used a multilevel negative binomial regression model to examine whether autistic students showed a distinct need for AI-based assistance during their transition to higher education. This analysis was based on data from 115,354 college-aspiring students who graduated from public high schools in Texas in 2021, of whom 807 identified as having ASD. Autistic students utilized ADVi significantly more than their typically developing peers, particularly among those with lower prior test achievement (a composite measure based on five state-mandated tests administered during high school). In the bottom tertile of prior test achievement, autistic students sent 132.2% more messages than their peers; the difference was 78.5% in the middle tertile and 36.2% in the top tertile. These results highlight the increased utilization of ADVi by autistic students and suggest a potential need for additional AI tools to facilitate smoother educational transitions for students requiring specialized assistance.

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来源期刊
CiteScore
8.00
自引率
10.30%
发文量
433
期刊介绍: The Journal of Autism and Developmental Disorders seeks to advance theoretical and applied research as well as examine and evaluate clinical diagnoses and treatments for autism and related disabilities. JADD encourages research submissions on the causes of ASDs and related disorders, including genetic, immunological, and environmental factors; diagnosis and assessment tools (e.g., for early detection as well as behavioral and communications characteristics); and prevention and treatment options. Sample topics include: Social responsiveness in young children with autism Advances in diagnosing and reporting autism Omega-3 fatty acids to treat autism symptoms Parental and child adherence to behavioral and medical treatments for autism Increasing independent task completion by students with autism spectrum disorder Does laughter differ in children with autism? Predicting ASD diagnosis and social impairment in younger siblings of children with autism The effects of psychotropic and nonpsychotropic medication with adolescents and adults with ASD Increasing independence for individuals with ASDs Group interventions to promote social skills in school-aged children with ASDs Standard diagnostic measures for ASDs Substance abuse in adults with autism Differentiating between ADHD and autism symptoms Social competence and social skills training and interventions for children with ASDs Therapeutic horseback riding and social functioning in children with autism Authors and readers of the Journal of Autism and Developmental Disorders include sch olars, researchers, professionals, policy makers, and graduate students from a broad range of cross-disciplines, including developmental, clinical child, and school psychology; pediatrics; psychiatry; education; social work and counseling; speech, communication, and physical therapy; medicine and neuroscience; and public health.
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