Although the effects of the social norm on mitigating misinformation are identified, scant knowledge exists about the patterns of social norm emergence, such as the patterns and variations of social tipping in online communities with diverse characteristics. Accordingly, this study investigates the features of social tipping in online communities and examines the correlations between the tipping features and characteristics of online communities. Taking the side effects of COVID-19 vaccination as the case topic, we first track the patterns of tipping features in 100 online communities, which are detected using Louvain Algorithm from the aggregated communication network on Twitter between May 2020 and April 2021. Then, we use multi-variant linear regression to explore the correlations between tipping features and community characteristics. We find that social tipping in online communities can sustain for two to four months and lead to a 50% increase in populations who accept the normative belief in online communities. The regression indicates that the duration of social tipping is positively related to the community populations and original acceptance of social norms, while the correlation between the tipping duration and the degrees among community members is negative. Additionally, the network modularity and original acceptance of social norms have negative relationships with the extent of social tipping, while the degree and betweenness centrality can have significant positive relationships with the extent of tipping. Our findings shed light on more precise normative interventions on misinformation in digital environments as it offers preliminary evidence about the timing and mechanism of social norm emergence.
翻译:尽管社会规范对减少错误信息的影响已经查明,但对于社会规范出现模式,例如具有不同特点的在线社区的社会倾斜模式和变化,缺乏了解社会规范的出现模式,例如具有不同特点的在线社区的社会倾斜模式和变化。因此,本研究报告调查了在线社区的社会倾斜特征和在线社区特征之间的相互关系。以COVID-19疫苗接种的副作用作为案例专题,我们首先跟踪100个在线社区的倾斜特征模式,这些模式是2020年5月至2021年4月在Twitter上综合通信网络Louvain Algorithm中检测到的。 然后,我们利用多变线性线性回归来探索倾斜特征和社区特征之间的相互关系。我们发现,在线社区的社会倾斜特征可以维持2至4个月,导致接受在线社区规范性信仰的人口增加50%。 回归表明,社会倾斜作用的持续时间与社区人口和最初接受社会规范的程度是负面的,同时,关于社会规范的组合和最初接受程度的接受程度在社会规范的形成程度上具有消极性,同时,在社会规范的形成更精确的阶段,在社会判断的周期上具有重要程度,在社会判断性环境上具有较接近。