论文标题

了解COVID-19大流行期间高度相关的在线社区中的用户轨迹不同

Understanding the Diverging User Trajectories in Highly-related Online Communities during the COVID-19 Pandemic

论文作者

Zhang, Jason Shuo, Keegan, Brian C., Lv, Qin, Tan, Chenhao

论文摘要

随着COVID-19的大流行正在破坏全球的生活,相关的在线社区正在弹出。特别是, /R /中国流感和 /R /Coronavirus的两个“新”社区出现在Reddit上,并从该大流行的一开始就致力于相关的讨论。随着 /r /冠状病毒作为Reddit的官方社区,用户如何在这两个高度相关的社区之间进行选择,这仍然是一个悬而未决的问题。 在本文中,我们表征了从Covid-19到1920年9月底,这两个社区中的用户轨迹。我们表明, /R /R /R /R /Coronavirus的新用户从1月到3月相似。之后,随着大流行的继续展开,他们的差异稳步增加,这是语言距离和成员的预测所证明的。此外,从一月到三月开始 /中国流感的用户更有可能离开,而在后来几个月开始的人往往会保持高度“忠诚”。为了了解这种差异,我们开发了一个运动分析框架,以了解这两个社区的成员变化,并确定2月份移至 /r /coronavirus的 /r /中国流感成员(约50%)。根据用户以前活跃的其他子列表,这一运动是可以预测的。我们的工作表明了两个高度相关的社区如何在危机中出现并发展自己的身份,并突出了现有社区在理解这种出现中的重要作用。

As the COVID-19 pandemic is disrupting life worldwide, related online communities are popping up. In particular, two "new" communities, /r/China flu and /r/Coronavirus, emerged on Reddit and have been dedicated to COVID- related discussions from the very beginning of this pandemic. With /r/Coronavirus promoted as the official community on Reddit, it remains an open question how users choose between these two highly-related communities. In this paper, we characterize user trajectories in these two communities from the beginning of COVID-19 to the end of September 2020. We show that new users of /r/China flu and /r/Coronavirus were similar from January to March. After that, their differences steadily increase, evidenced by both language distance and membership prediction, as the pandemic continues to unfold. Furthermore, users who started at /r/China flu from January to March were more likely to leave, while those who started in later months tend to remain highly "loyal". To understand this difference, we develop a movement analysis framework to understand membership changes in these two communities and identify a significant proportion of /r/China flu members (around 50%) that moved to /r/Coronavirus in February. This movement turns out to be highly predictable based on other subreddits that users were previously active in. Our work demonstrates how two highly-related communities emerge and develop their own identity in a crisis, and highlights the important role of existing communities in understanding such an emergence.

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