Oral-Motor and Lexical Diversity During Naturalistic Conversations in Adults with Autism Spectrum Disorder.

Julia Parish-Morris, Evangelos Sariyanidi, Casey Zampella, G Keith Bartley, Emily Ferguson, Ashley A Pallathra, Leila Bateman, Samantha Plate, Meredith Cola, Juhi Pandey, Edward S Brodkin, Robert T Schultz, Birkan Tunç
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Abstract

Autism spectrum disorder (ASD) is a neurodevelopmental condition characterized by impaired social communication and the presence of restricted, repetitive patterns of behaviors and interests. Prior research suggests that restricted patterns of behavior in ASD may be cross-domain phenomena that are evident in a variety of modalities. Computational studies of language in ASD provide support for the existence of an underlying dimension of restriction that emerges during a conversation. Similar evidence exists for restricted patterns of facial movement. Using tools from computational linguistics, computer vision, and information theory, this study tests whether cognitive-motor restriction can be detected across multiple behavioral domains in adults with ASD during a naturalistic conversation. Our methods identify restricted behavioral patterns, as measured by entropy in word use and mouth movement. Results suggest that adults with ASD produce significantly less diverse mouth movements and words than neurotypical adults, with an increased reliance on repeated patterns in both domains. The diversity values of the two domains are not significantly correlated, suggesting that they provide complementary information.

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自闭症谱系障碍成人在自然对话中的口语运动和词汇多样性。
自闭症谱系障碍(ASD)是一种神经发育性疾病,其特点是社交沟通障碍以及行为和兴趣模式受限、重复。先前的研究表明,自闭症谱系障碍中的限制性行为模式可能是一种跨领域现象,在各种模式中都很明显。对 ASD 患者语言的计算研究支持了在对话中出现的潜在限制维度的存在。面部运动受限模式也有类似的证据。本研究利用计算语言学、计算机视觉和信息论等工具,测试了在自然对话过程中,是否可以在多个行为领域检测到 ASD 成人的认知运动限制。我们的方法可以识别受限的行为模式,并通过词语使用和嘴部动作的熵来进行测量。结果表明,与神经畸形成人相比,患有 ASD 的成人口部动作和言语的多样性明显较低,而且在这两个领域中对重复模式的依赖程度更高。两个领域的多样性值没有明显的相关性,这表明它们提供的信息是互补的。
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