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中国男男性行为者的情感状态与性及健康状况之间的关联:利用社交媒体数据的探索性研究

Associations Between Affective States and Sexual and Health Status Among Men Who Have Sex With Men in China: Exploratory Study Using Social Media Data.

作者信息

Zheng Zhi-Wei, Yang Qing-Ling, Liu Zhong-Qi, Qiu Jia-Ling, Gu Jing, Hao Yuan-Tao, Song Chao, Jia Zhong-Wei, Hao Chun

机构信息

Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China.

Health Information Research Center, Guangdong Key Laboratory of Medicine, School of Public Health, Sun Yat-sen University, Guangzhou, China.

出版信息

J Med Internet Res. 2020 Jan 31;22(1):e13201. doi: 10.2196/13201.

Abstract

BACKGROUND

Affective states, including sentiment and emotion, are critical determinants of health. However, few studies among men who have sex with men (MSM) have examined sentiment and emotion specifically using real-time social media technologies. Moreover, the explorations on their associations with sexual and health status among MSM are limited.

OBJECTIVE

This study aimed to understand and examine the associations of affective states with sexual behaviors and health status among MSM using public data from the Blued (Blued International Inc) app.

METHODS

A total of 843,745 public postings of 377,610 MSM users located in Guangdong were saved from the Blued app by automatic screen capture. Positive affect, negative affect, sexual behaviors, and health status were measured using the Simplified Chinese Linguistic Inquiry and Word Count. Emotions, including joy, sadness, anger, fear, and disgust, were measured using the Weibo Basic Mood Lexicon. A positive sentiment score and a positive emotion score were also calculated. Univariate and multivariate linear regression models on the basis of a permutation test were used to assess the associations of affective states with sexual behaviors and health status.

RESULTS

A total of 5871 active MSM users and their 477,374 postings were finally selected. Both positive affect and positive emotions (eg, joy) peaked between 7 AM and 9 AM. Negative affect and negative emotions (eg, sadness and disgust) peaked between 2 AM and 4 AM. During that time, 25.1% (97/387) of negative postings were related to health and 13.4% (52/387) of negative postings were related to seeking social support. A multivariate analysis showed that the MSM who were more likely to post sexual behaviors were more likely to express positive affect (beta=0.3107; P<.001) and positive emotions (joy: beta=0.027; P<.001), as well as negative emotions (sadness: beta=0.0443; P<.001 and disgust: beta=0.0256; P<.001). They also had a higher positive sentiment score (beta=0.2947; P<.001) and a higher positive emotion score (beta=0.1612; P<.001). The MSM who were more likely to post their health status were more likely to express negative affect (beta=0.8088; P<.001) and negative emotions, including sadness (beta=0.0705; P<.001), anger (beta=0.0058; P<.001), fear (beta=0.0052; P<.001), and disgust (beta=0.3065; P<.001), and less likely to express positive affect (beta=-0.0224; P=.02). In addition, they had a lower positive sentiment score (beta=-0.8306; P<.001) and a lower positive emotion score (beta=-0.3743; P<.001).

CONCLUSIONS

The MSM social media community mainly expressed their positive affect in the early morning and negative affect after midnight. Positive affective states were associated with being sexually active, whereas negative affective states were associated with health problems, mostly about mental health. Our finding suggests the potential to deliver different health-related intervention strategies (eg, psychological counseling and safe sex promotion) on a social media app according to the affective states of MSM in real time.

摘要

背景

包括情绪和情感在内的情感状态是健康的关键决定因素。然而,在男男性行为者(MSM)中,很少有研究专门使用实时社交媒体技术来研究情绪和情感。此外,关于它们与男男性行为者的性行为和健康状况之间关联的探索也很有限。

目的

本研究旨在利用Blued(蓝城兄弟国际公司)应用程序的公开数据,了解和研究情感状态与男男性行为者的性行为和健康状况之间的关联。

方法

通过自动屏幕截图,从Blued应用程序中保存了位于广东的377,610名男男性行为者用户的843,745条公开帖子。使用简体中文语言查询与字数统计来衡量积极情感、消极情感、性行为和健康状况。使用微博基本情绪词典来衡量包括喜悦、悲伤、愤怒、恐惧和厌恶在内的情绪。还计算了积极情绪得分和积极情感得分。基于排列检验的单变量和多变量线性回归模型用于评估情感状态与性行为和健康状况之间的关联。

结果

最终选取了5871名活跃的男男性行为者用户及其477,374条帖子。积极情感和积极情绪(如喜悦)在上午7点至9点之间达到峰值。消极情感和消极情绪(如悲伤和厌恶)在凌晨2点至4点之间达到峰值。在此期间,25.1%(97/387)的消极帖子与健康有关,13.4%(52/387)的消极帖子与寻求社会支持有关。多变量分析表明,更有可能发布性行为内容的男男性行为者更有可能表达积极情感(β=0.3107;P<0.001)和积极情绪(喜悦:β=0.027;P<0.001),以及消极情绪(悲伤:β=0.0443;P<0.001和厌恶:β=0.0256;P<0.001)。他们的积极情绪得分也更高(β=0.2947;P<0.001)和积极情感得分更高(β=0.1612;P<0.001)。更有可能发布健康状况的男男性行为者更有可能表达消极情感(β=0.8088;P<0.001)和消极情绪,包括悲伤(β=0.0705;P<0.001)、愤怒(β=0.0058;P<0.001)、恐惧(β=0.0052;P<0.001)和厌恶(β=0.3065;P<0.001),而表达积极情感的可能性较小(β=-0.0224;P=0.02)。此外,他们的积极情绪得分较低(β=-0.8306;P<0.001)和积极情感得分较低(β=-0.3743;P<0.001)。

结论

男男性行为者社交媒体社区主要在清晨表达积极情感,在午夜后表达消极情感。积极情感状态与性活跃有关,而消极情感状态与健康问题有关,主要是心理健康问题。我们的研究结果表明,有可能根据男男性行为者的情感状态在社交媒体应用程序上实时提供不同的与健康相关的干预策略(如心理咨询和安全性行为推广)。

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