在中国在线家庭暴力支持小组中探讨社会支持和自我披露:利用多种机器学习方法
1College of Media and International Culture, Zhejiang University, Hangzhou, China.
Journal of community psychology
|June 26, 2025
概括
在网上家庭暴力团体中披露口头虐待的受害者获得了更多的情感支持. 表达悲伤和积极的情绪可以增强这些社区的同理心和支持.
科学领域:
- 社会科学 社会科学 社会科学
- 计算机科学 计算机科学
- 心理学 心理学 心理学
背景情况:
- 家庭暴力是一个重要的全球问题.
- 在线支持小组为受害者提供了一个分享经验和寻求帮助的平台.
- 了解在线支持的动态对于有效的干预至关重要.
研究的目的:
- 调查家庭暴力受害者如何在在线支持小组中有效地披露经历.
- 确定社区成员如何提供有意义的支持.
- 分析披露主题和情绪表达对中国在线社区支持动态的影响.
主要方法:
- 分析了来自中国家庭暴力支持团体的3455条帖子和55787条回复.
- 用BERT模型对支持类型进行分类.
- 采用结构主题建模和后勤回归来探索披露,情绪和支持之间的关系.
主要成果:
- 披露口头暴力的行为获得了更多的情感支持.
- 悲伤和积极情绪的表达被发现可以培养同情心.
- 特定的披露主题和情感表达显著影响了所获得的社会支持的类型和数量.
结论:
- 在线支持小组可以有效地为家庭暴力受害者提供社会支持.
- 披露和情绪表达的类型显著影响了所获得的支持.
- 调查结果为为家庭暴力幸存者设计和改进在线干预提供了实际见解,特别是在非西方文化背景下.
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