首页|基于LDA主题模型的用户心理健康信息需求研究——以社会化问答社区"知乎"为例

基于LDA主题模型的用户心理健康信息需求研究——以社会化问答社区"知乎"为例

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文章通过研究社会化问答社区用户的心理健康信息需求,为心理健康信息的传播和推广提供有价值的参考,并为心理健康领域的研究提供新的视角和思路。选取知乎平台心理健康话题下的 5 448 条提问记录作为数据集,利用LDA主题模型和人工标注的方法,结合马斯洛需求层次理论,构建出用户心理健康需求框架,接着通过分析主题和关键词,研究用户心理健康信息需求特征。结果表明,用户更倾向于在夜间提出负面的心理健康问题,用户的心理健康需求主要集中在症状和社会需求层面,对疾病预防缺乏应有的关注度。
Research on Users'Mental Health Information Needs Based on LDA Topic Model—A Case of Social Q&A Community"Zhihu"
By studying the mental health information needs of social Q&A community users,this paper provides valuable reference for the dissemination and promotion of mental health information,and provides a new perspective and thinking for the research in the field of mental health.5 448 question records about the topic of mental health on Zhihu platform are selected as the data set,the LDA topic model and manual annotation method are used,combined with Maslow's Hierarchy of Needs,to construct the framework of users'mental health needs,and then the characteristics of users'mental health information needs are studied by analyzing topics and keywords.The results show that users are more likely to raise negative mental health problems at night,and the mental health needs of users mainly focus on the level of symptoms and social needs,without due attention to disease prevention.

social Q&A communitymental healthinformation needLDA topic model

姚宛京

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辽宁大学 信息资源管理学院,辽宁 沈阳 110136

社会化问答社区 心理健康 信息需求 LDA主题模型

2024

现代信息科技
广东省电子学会

现代信息科技

ISSN:2096-4706
年,卷(期):2024.8(1)
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