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主题社交媒体的建模自闭症支持小组的言论

Yu Deng¹, Lei Yang², Juanjuan Chen³

¹Center for Linguistic, Literary & Cultural Studies, Sichuan International Studies University, Chongqing 400031, China.

Behavioral sciences (Basel, Switzerland)

|February 27, 2026

概括

社交媒体讨论揭示了关键的自闭症支持主题,如治疗和教育. 社会文化因素在中国显著塑造了家庭方法和社区支持网络.

科学领域:

社会科学社会科学社会科学
沟通研究沟通研究
公共卫生公共卫生

背景情况:

社交媒体平台对于自闭症支持小组至关重要.
了解在线话语对于有效的支持至关重要.
百度蒂巴 (Baidu Tieba) 拥有相当多的中国自闭症社区.

研究的目的:

在Baidu Tieba上的自闭症吧中分析话语模式.
确定在线自闭症支持讨论中的中心主题.
探索社会文化因素对自闭症话语的影响.

主要方法:

使用了隐性迪里克莱特分配 (LDA) 主题建模.
收集和预处理了14,151个职位的数据集.
对12667个帖子进行了话语分析.

主要成果:

出现了四个核心主题:干预/治疗,教育,症状检测/家庭互动和资源获取.
社会文化因素,包括中国传统价值观,显著影响自闭症话语.
话语塑造社会态度,并支持网络形成.

结论:

在线社区解决了自闭症支持和信息交换的关键需求.
社会文化背景是理解中国自闭症支持的重要组成部分.
调查结果为有针对性的干预和社交媒体支持策略提供了信息.

关键词:

自闭症支持小组自闭症支持小组话语分析话语分析社交媒体社交媒体主题建模主题建模

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