用生成式AI帮家长为自闭症孩子定制多路径社交故事，提升育儿信心。
AutiHero: Engaging Parents in Creating Personalized, Multi-path Social Narratives for Autistic Children
- 基于生成式AI，让家长自定义个性化多路径社交故事。
- 16组家庭两周使用后，家长在日常行为引导上信心显著提升。
- 支持亲子共读探索行为选择与后果，适合家庭场景应用。
社交故事能帮助自闭症儿童理解并应对社会情境。然而，有效实践往往需要家长投入大量时间进行材料定制和反复讲解。我们提出AutiHero，一个基于生成式AI（GenAI）的社交叙事系统，支持家长为特定行为目标创建个性化、多路径的故事，并与孩子共同阅读时探讨行为选择及其因果影响。对16组自闭症儿童-家长组合进行为期两周的部署研究显示，家长积极参与故事创作、调整与共读，日常行为指导的信心明显增强。本工作贡献了真实情境下的文本+图像内容生成方法，利用GenAI实现敏感场景中用户需求对齐的应用。
原文摘要 · Abstract (English)
Social narratives help autistic children understand and navigate social situations through stories. To ensure effective practice, however, they often require significant time and effort from parents in customizing the narrative materials and delivering repeated instructions on them. We present AutiHero, a generative AI (GenAI)-based social narrative system, which supports parents to create personalized, multi-path stories targeting specific behavior of their autistic children, while enabling them to explore behavioral choices and causal consequences together in reading. A two-week deployment study with 16 autistic child-parent dyads showed that parents actively created, adapted, and read stories with their children, with increased confidence in everyday behavioral guidance. Our work contributes real-world-contextualized text+image content creation approaches harnessing GenAI, ensuring user-aligned application in sensitive contexts involving autistic children and their parents.
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