推特账户的调节是如何工作的? 在重大地缘政治事件期间,Twitter上创建和暂停帐户的动态
Francesco Pierri1,2, Luca Luceri1,3, Emily Chen1,4
1Information Sciences Institute, University of Southern California, Los Angeles, USA.
概括
这项研究分析了重大政治事件期间的Twitter帐户活动,揭示了帐户创建和暂停的模式. 它强调了可疑帐户如何经常与合法用户接触并分享有害内容,导致其被删除.
科学领域:
- 社交媒体分析 社交媒体分析
- 计算社会科学 计算社会科学
- 政治沟通的政治沟通
背景情况:
- 社交媒体调节政策经常受到辩论,但人们对其了解甚少.
- 平台透明度有限,阻碍了对关键事件中调节动态的研究.
研究的目的:
- 在重大全球政治事件期间调查Twitter上的帐户创建和暂停模式.
- 描述与平台上的帐户暂停相关的行为.
主要方法:
- 分析了一个大规模的数据集,包括来自1600万用户的2.7亿条推特,跨多种语言.
- 识别可疑帐户创建和暂停的时间峰值.
- 在帐户暂停之前的用户行为特征.
主要成果:
- 在俄罗斯-乌克兰入侵和法国总统大选期间,观察到可疑帐户创建和暂停的显著峰值.
- 证明,大量的暂停账户是在暂停之前不久创建的.
- 确定暂停的帐户主要与合法用户互动,过度使用回复/提及功能,传播垃圾邮件和有害内容.
结论:
- 该研究揭示了平台滥用模式和主要政治事件期间的适度反应.
- 这些发现有助于更好地了解社交媒体的动态和内容调节的有效性.
- 强调在高风险的全球事件中识别和减轻平台操纵的挑战.
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