谁为自闭症社区发推文? 一个自然语言处理驱动的调查
Canfer Akbulut1, Geoffrey Bird1,2
1University of Oxford, UK.
Autism : the international journal of research and practice
|March 25, 2025
概括
自闭症倡导团体,无论是由家庭还是自闭症个体领导,都部分代表特定利益. 对Twitter数据的计算分析显示,这两种类型的组织都与某些倡导团体比其他组织更好地协调.
科学领域:
- 自闭症倡导活动
- 社会科学研究社会科学研究
- 计算语言学计算语言学
背景情况:
- 由家庭成员领导的自闭症倡导组织面临自闭症社区的批评.
- 自闭症患者组建了自我倡导团体,强调自闭症患者的领导力.
- 最近的辩论质疑自主倡导团体在更广泛的自闭症社区中的代表性.
研究的目的:
- 通过计算分析自闭症倡导组织和个人在Twitter上使用的语言.
- 调查不同自闭症倡导团体中部分代表性的说法.
- 为长期以来围绕自闭症倡导中的代表性冲突提供经验洞察力.
主要方法:
- 机器学习和自然语言处理技术的应用.
- 对来自自闭症倡导组织和个人推文的大数据集的分析.
- 规范曲线分析以评估语言相似性和表示性.
主要成果:
- 有证据支持自主倡导团体和家庭主导组织的部分代表性.
- 这两种类型的组织都显示出与自闭症倡导社区内特定子组的利益的更强的结合.
- 计算分析揭示了在线通信中的差异化表示模式.
结论:
- 这项研究引入了一种新的计算方法,以了解自闭症倡导中的代表性.
- 研究结果表明,没有一种单一类型的组织能够充分代表自闭症社区内的各种利益.
- 这项研究旨在为倡导团体提供关于代表性的基于证据的讨论工具.
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