出柜与否对于性少数群体心理的影响——基于微博知乎数据的研究
Sexual Minorities’ Psychology Influence by Coming Out or Not——A Research Based on Weibo, Zhihu Data
p>【目的】探究出柜与否对于性少数群体心理的影响，为性教育以及性少数群体的发展提供建议。 【方法】本研究采用Python和八爪鱼爬取微博和知乎上性少数群体用户的数据，利用文心系统获得性少数群体情绪词的词频特征，采用机器学习的方法获得生活满意度指标，比较出柜组与未出柜组在词频特征和生活满意度指标上的差异。【结果】未出柜组在负性情绪词 (t ＝ -3.043, p ＜ 0.01) 和悲伤词 (t ＝ -2.211, p ＜ 0.05) 上的比例显著高于出柜组；生活满意度显著低于出柜组 (t ＝ 5.078, p ＜ 0.001)。【局限】本研究未出柜组采样不足，未通过年龄进行被试筛选，选择变量较少及横向研究，使得研究不够全面。【结论】出柜可以提高性少数群体的生活满意度并促进性少数群体心理健康发展。</p
p>[Objective] To explore the impact of coming out or not on the psychology of sexual minorities, and provide recommendations for sex education and the development of sexual minorities. [Methods] This study used Python and Octopus to crawl the data of Weibo users and Zhihu users, TextMind to obtain the word frequence characteristics of emotional words, and machine learning methods to obtain life satisfaction indicators, and compared the difference between the word frequency characteristics and life satisfaction indicators of the coming-out group and the non-coming-out group. [Results] The proportion of negative emotion words (t -3.043, p 0.01) and sad words (t -2.211, p 0.05) in the group of non-coming-out group was significantly higher than that of the coming-out group. The life satisfaction of the people who did not come out was significantly lower than that of the people who came out (t 5.078, p 0.001). [Limitations] The non-coming-out group in this study was insufficiently sampled, and the subjects were not screened by age, selected variables were few and horizontal research, which made the research not comprehensive enough. [Conclusion] Coming out can improve the life satisfaction of sexual minorities and promote the mental health of them. "</p
信息传播、知识传播教育
性少数群体出柜词频分析生活满意度机器学习
Sexual minoritiescoming outword frequency analysislife satisfactionmachine learning
.出柜与否对于性少数群体心理的影响——基于微博知乎数据的研究[EB/OL].(2022-03-06)[2025-08-18].https://chinaxiv.org/abs/202112.00120.点此复制
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