通过社交媒体探索确认自杀事件的时间线

Xiaolei Huang, Linzi Xing, Jed R. Brubaker, Michael J. Paul
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引用次数: 23

摘要

自杀是世界范围内死亡的主要原因之一,但关于自杀受害者生活的数据很少,因为大多数人不寻求治疗。研究表明,人们在社交媒体上表达自杀想法,这可能有助于我们更好地理解人们自杀前的想法和行为。在这项工作中,我们引入了一个新的数据集,其中包含了2011年至2016年间自杀的130人的中国社交媒体账户。我们描述了用户的人口和地理组成,然后对他们的帖子历史进行纵向文本分析,显示了导致死亡时间的内容的可观察变化。基于令人鼓舞的探索性发现,我们讨论了未来研究的方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploring Timelines of Confirmed Suicide Incidents Through Social Media
Suicide is one of leading causes of death worldwide, yet little data is available about the lives of suicide victims because most people do not seek treatment. Research has shown that people express suicidal ideation in social media, which can potentially be tapped to improve our understanding of the thoughts and behaviors of people prior to suicide. In this work, we introduce a novel dataset of Chinese social media accounts of 130 people who committed suicide between 2011 and 2016. We describe the demographic and geographic composition of the users, then conduct a longitudinal text analysis of their post histories, showing observable changes in content leading up to the time of death. With encouraging exploratory findings, we discuss directions for future research.
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