The Language of Social Support in Social Media and Its Effect on Suicidal Ideation Risk

M. Choudhury, Emre Kıcıman
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引用次数: 153

Abstract

Online social support is known to play a significant role in mental well-being. However, current research is limited in its ability to quantify this link. Challenges exist due to the paucity of longitudinal, pre- and post mental illness risk data, and reliable methods that can examine causality between past availability of support and future risk. In this paper, we propose a method to measure how the language of comments in Reddit mental health communities influences risk to suicidal ideation in the future. Incorporating human assessments in a stratified propensity score analysis based framework, we identify comparable subpopulations of individuals and measure the effect of online social support language. We interpret these linguistic cues with an established theoretical model of social support, and find that esteem and network support play a more prominent role in reducing forthcoming risk. We discuss the implications of our work for designing tools that can improve support provisions in online communities.
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社交媒体中的社会支持语言及其对自杀意念风险的影响
众所周知,网络社会支持在心理健康方面发挥着重要作用。然而,目前的研究在量化这种联系的能力方面是有限的。由于缺乏纵向的、精神疾病前后的风险数据,以及可靠的方法来检查过去可获得的支持与未来风险之间的因果关系,因此存在挑战。在本文中,我们提出了一种方法来衡量Reddit心理健康社区的评论语言如何影响未来自杀意念的风险。在基于分层倾向评分分析的框架中结合人类评估,我们确定了可比较的个体亚群,并测量了在线社会支持语言的效果。我们用既定的社会支持理论模型来解释这些语言线索,并发现尊重和网络支持在降低即将到来的风险方面发挥了更突出的作用。我们讨论了我们的工作对设计工具的影响,这些工具可以改善在线社区的支持规定。
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