TY -的盟Kang Yong-Bin盟——McCosker安东尼AU -特拉,彼得盟——农民,简PY - 2022 DA - 2022/9/22 TI -弹性网络心理健康社区:建立一个弹性字典半自动文本分析乔- Res SP JMIR形式e39013六世- 6 - 9千瓦-弹性字典KW -心理健康KW -同伴支持论坛KW -主题建模KW -文本分析KW -内容适度AB -背景:弹性是一个公认的基于优势的概念，它对变化、逆境和危机做出反应。这一概念为个人和基于社区的精神卫生问题预防方法提供了基础，并影响了数字干预措施。在线心理健康同伴支持论坛通过提供分享心理问题生活经验和寻求支持的无障碍场所，在增强复原力方面发挥了突出作用。然而，关于弹性是否以及如何实现的研究很少，这阻碍了服务提供者优化弹性结果的能力。目的:本研究旨在创建一本反映在线心理健康同伴支持论坛中心理弹性特征和实现的心理弹性词典。研究结果可用于指导进一步的分析，并通过有针对性的调节和管理来改善心理健康论坛的恢复力结果。方法:采用主题建模和定性内容分析相结合的方法，提出了一种半自动创建弹性词典的方法。我们提出了一个系统的4阶段分析管道，该管道预处理原始论坛帖子，发现核心主题，概念化弹性指标，并生成弹性字典。我们的方法被应用于澳大利亚SANE(精神分裂症:国家紧急情况)运营的心理健康论坛，分析了2357名用户在2018年至2020年期间发表的70,179篇论坛帖子。 Results: The resilience dictionary and taxonomy developed in this study, reveal how resilience indicators (ie, “social capital,” “belonging,” “learning,” “adaptive capacity,” and “self-efficacy”) are characterized by themes commonly discussed in the forums; each theme’s top 10 most relevant descriptive terms and their synonyms; and the relatedness of resilience, reflecting a taxonomy of indicators that are more comprehensive (or compound) and more likely to facilitate the realization of others. The study showed that the resilience indicators “learning,” “belonging,” and “social capital” were more commonly realized, and “belonging” and “learning” served as foundations for “social capital” and “adaptive capacity” across the 2-year study period. Conclusions: This study presents a resilience dictionary that improves our understanding of how aspects of resilience are realized in web-based mental health forums. The dictionary provides novel guidance on how to improve training to support and enhance automated systems for moderating mental health forum discussions. SN - 2561-326X UR - https://formative.www.mybigtv.com/2022/9/e39013 UR - https://doi.org/10.2196/39013 UR - http://www.ncbi.nlm.nih.gov/pubmed/36136394 DO - 10.2196/39013 ID - info:doi/10.2196/39013 ER -