在Reddit上的匿名心理健康讨论中识别Yalom的群体治疗因素:使用大型语言模型,主题建模和人类监督的混合方法分析
Drin Ferizaj1, Christopher Lalk2, Nils Lahmann1,3
1Department of Geriatrics and Medical Gerontology, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität Zu Berlin, Berlin, Germany.
Frontiers in psychiatry
|June 24, 2025
概括
在线心理健康社区显示支持的动态,如希望和凝聚力,反映群体治疗. 然而,它们也揭示了诸如共同的痛苦等挑战,强调了数字心理健康研究需要理论基础的需要.
科学领域:
- 数字心理健康数字心理健康
- 计算社会科学 计算社会科学
- 心理学 心理学 心理学
背景情况:
- 在线社区为心理健康问题提供同行领导的支持,补充传统治疗.
- 雅洛姆的群体治疗因素为理解群体动态提供了一个框架.
- 分析大规模的在线讨论需要强大的方法.
研究的目的:
- 将Yalom的群体治疗因素应用于以心理健康为重点的Reddit讨论中.
- 开发和展示在线心理健康数据的大规模定性分析的方法框架.
- 探索在线同行支持在多大程度上反映了小组治疗过程.
主要方法:
- 一种混合方法的方法,整合自然语言处理 (NLP) 和人类验证.
- 使用大型语言模型 (GPT-3.5 Turbo 16k),共弦相似性和BERTopic进行分析.
- 分析了来自专注于心理健康的Subreddits的6745条评论.
主要成果:
- 在讨论中确定了Yalom的治疗因素,包括希望的灌输,群体凝聚力和利他主义.
- 在线环境通常看起来是支持和同情的.
- 负面的动态,如共同的痛苦和不适应的应对,也存在.
结论:
- 展示了一个可扩展和透明的框架,用于使用NLP和治疗理论分析在线心理健康数据.
- 在线社区显示出增强同行领导的心理健康支持的潜力.
- 理论基础对于解释数字心理健康空间的复杂性至关重要.
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