用AI打造懂文化、能自适应的失语症康复工具
Bridging neuroscience and AI: adaptive, culturally sensitive technologies transforming aphasia rehabilitation
- 结合神经科学与本地语言数据设计数字疗法原型
- 通过田野研究优化工具，提升患者参与度和治疗适配性
- 适合康复医学与AI交叉研究者参考
失语症主要由中风或脑损伤引起，严重影响沟通与日常生活。尽管言语治疗有所进展，但治疗师资源有限、个性化与文化适配工具稀缺等问题仍制约康复效果。本文综述了神经认知研究与语言技术在失语症诊断与治疗中的最新进展。基于我们的民族志实地研究，提出了两个数字治疗原型，充分反映本地语言多样性并增强患者参与感。研究还展示了如何利用神经科学发现与本地情境指导工具设计，更好满足患者与治疗师需求。结果表明，自适应、AI增强的辅助技术可补充传统疗法，扩大治疗可及性。最后，文章展望了个性化与可扩展康复技术的未来研究方向。
原文摘要 · Abstract (English)
Aphasia, a language impairment primarily resulting from stroke or brain injury, profoundly disrupts communication and everyday functioning. Despite advances in speech therapy, barriers such as limited therapist availability and the scarcity of personalized, culturally relevant tools continue to hinder optimal rehabilitation outcomes. This paper reviews recent developments in neurocognitive research and language technologies that contribute to the diagnosis and therapy of aphasia. Drawing on findings from our ethnographic field study, we introduce two digital therapy prototypes designed to reflect local linguistic diversity and enhance patient engagement. We also show how insights from neuroscience and the local context guided the design of these tools to better meet patient and therapist needs. Our work highlights the potential of adaptive, AI-enhanced assistive technologies to complement conventional therapy and broaden access to therapy. We conclude by outlining future research directions for advancing personalized and scalable aphasia rehabilitation.
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