校园中的# MeToo:使用社交媒体上报道的数据大规模研究大学性侵犯
#MeToo on Campus: Studying College Sexual Assault at Scale Using Data Reported on Social Media
摘要:
最近,社交媒体上出现的#MeToo趋势使成千上万的人能够分享自己的性骚扰经历。这种病毒式的趋势,再加上Twitter上大量的个人信息和内容,提供了一个很有希望的机会,可以提取数据驱动的见解,以补充正在进行的基于调查的大学性骚扰研究。在本文中,我们分析了#MeToo趋势对大学追随者的影响。结果显示,这些#MeToo推文中嵌入的大多数主题都详细描述了性骚扰故事,并且这种趋势的流行程度与几个主要地理区域的官方报告之间存在显着相关性。此外,我们发现了使用深层语义表示的#MeToo推文的突出情感及其对经历不同类型性骚扰的受影响用户的影响。我们希望这项研究可以提高学术界对性行为不端的进一步认识。
英文摘要:
Recently, the emergence of the #MeToo trend on social media has empowered thousands of people to share their own sexual harassment experiences. This viral trend, in conjunction with the massive personal information and content available on Twitter, presents a promising opportunity to extract data driven insights to complement the ongoing survey based studies about sexual harassment in college. In this paper, we analyze the influence of the #MeToo trend on a pool of college followers. The results show that the majority of topics embedded in those #MeToo tweets detail sexual harassment stories, and there exists a significant correlation between the prevalence of this trend and official reports on several major geographical regions. Furthermore, we discover the outstanding sentiments of the #MeToo tweets using deep semantic meaning representations and their implications on the affected users experiencing different types of sexual harassment. We hope this study can raise further awareness regarding sexual misconduct in academia.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。