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Updated: Jun 24, 2025

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解释静止状态功能连接数据的基于深度学习的表示:专注于解释自闭症谱系障碍中的非线性模式

Young-Geun Kim1,2,3, Orren Ravid2, Xinyuan Zheng3

  • 1Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, United States.

Frontiers in psychiatry
|June 4, 2024
PubMed
概括

本研究介绍了使用变异自编码器 (VAE) 解释自闭症谱系障碍 (ASD) 休息状态功能连接 (rsFC) 模式的可解释的深度学习模型. 潜在贡献评分通过分析rs-fMRI数据,揭示了ASD背后的独特的神经机制.

关键词:
自闭症谱系障碍 自闭症谱系障碍深度学习是一种深度学习.功能连接性的功能连接性休息状态 fMRI 的状态.变量自动编码器变量自动编码器

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Autism Spectrum Disorder01:19

Autism Spectrum Disorder

Autism spectrum disorder (ASD) is a neurodevelopmental condition marked by persistent deficits in social communication and interaction alongside restrictive and repetitive behaviors or interests. ASD is sometimes accompanied by intellectual impairment.
These core symptoms manifest differently among individuals, ranging from mild to severe. The disorder's complexity extends beyond its clinical presentation, encompassing a diverse range of biological, cognitive, and sociocultural influences.
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