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数字微系统中的心理健康在三个亚洲Reddit社区的数字微系统中
Krishnashree Achuthan1, Sugandh Khobragade2, Robin Kowalski3
1School of Engineering, Amrita Vishwa Vidyapeetham, Amritapuri, Kollam, Kerala, India. krishna@amrita.edu.
Scientific reports
|January 6, 2026
概括
印度,菲律宾和新加坡的在线心理健康讨论显示,寻求支持是常见的,但在危机期间排气增加. 社区的反应因文化规范和主题敏感性而异.
科学领域:
- 数字健康数字健康
- 计算社会科学 计算社会科学
- 跨文化心理学 跨文化心理学
背景情况:
- 心理健康话语在在线空间中越来越多,特别是在正式服务有限或受到污名化的地方.
- 在印度,菲律宾和新加坡,数字参与正在增加,这使得在线平台对心理健康讨论至关重要.
研究的目的:
- 在Reddit上探索不同文化背景的心理健康话语模式.
- 分析在线心理健康对话中的时间趋势,用户意图和社区响应风格.
主要方法:
- 利用基于机器学习的BERTopic建模和零射击分类.
- 分析了来自印度,菲律宾和新加坡的13,888条帖子和218,570条评论.
- 检查了十个已识别的心理健康主题,重点关注时间趋势,发布意图和响应风格.
主要成果:
- 在集体压力和社会政治变革时期,心理健康的讨论激增.
- "寻求支持"是占主导地位的帖子意图 (41.5%),但"发泄"在与自杀有关的帖子中达到顶峰 (45.4%).
- 关于社会事件的帖子获得了更多的参与,而以苦难为重点的主题收到的评论较少;响应风格在文化上有所不同.
结论:
- 在线心理健康话语是由文化规范,社会期望和特定主题背景塑造的.
- 数字平台作为关键的,文化细微的空间,为同行之间的心理健康支持和互动服务.
- 生态系统理论有效地框架了数字环境中的用户交互,受更广泛的社会文化动态的影响.
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