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推特在打击磁性疫苗阴谋论中的作用:推特的社交网络分析

Twitter's Role in Combating the Magnetic Vaccine Conspiracy Theory: Social Network Analysis of Tweets.

机构信息

Management School, Stirling University, Stirling, United Kingdom.

Department of Marketing, Audencia Business School, Nantes, France.

出版信息

J Med Internet Res. 2023 Mar 31;25:e43497. doi: 10.2196/43497.

Abstract

BACKGROUND

The popularity of the magnetic vaccine conspiracy theory and other conspiracy theories of a similar nature creates challenges to promoting vaccines and disseminating accurate health information.

OBJECTIVE

Health conspiracy theories are gaining in popularity. This study's objective was to evaluate the Twitter social media network related to the magnetic vaccine conspiracy theory and apply social capital theory to analyze the unique social structures of influential users. As a strategy for web-based public health surveillance, we conducted a social network analysis to identify the important opinion leaders sharing the conspiracy, the key websites, and the narratives.

METHODS

A total of 18,706 tweets were retrieved and analyzed by using social network analysis. Data were retrieved from June 1 to June 13, 2021, using the keyword vaccine magnetic. Tweets were retrieved via a dedicated Twitter application programming interface. More specifically, the Academic Track application programming interface was used, and the data were analyzed by using NodeXL Pro (Social Media Research Foundation) and Gephi.

RESULTS

There were a total of 22,762 connections between Twitter users within the data set. This study found that the most influential user within the network consisted of a news account that was reporting on the magnetic vaccine conspiracy. There were also several other users that became influential, such as an epidemiologist, a health economist, and a retired sports athlete who exerted their social capital within the network.

CONCLUSIONS

Our study found that influential users were effective broadcasters against the conspiracy, and their reach extended beyond their own networks of Twitter followers. We emphasize the need for trust in influential users with regard to health information, particularly in the context of the widespread social uncertainty resulting from the COVID-19 pandemic, when public sentiment on social media may be unpredictable. This study highlights the potential of influential users to disrupt information flows of conspiracy theories via their unique social capital.

摘要

背景

磁性疫苗阴谋论等类似性质的阴谋论的流行,给推广疫苗和传播准确的健康信息带来了挑战。

目的

健康阴谋论越来越流行。本研究的目的是评估与磁性疫苗阴谋论相关的 Twitter 社交媒体网络,并应用社会资本理论分析有影响力用户的独特社会结构。作为一种基于网络的公共卫生监测策略,我们进行了社会网络分析,以确定分享该阴谋的重要意见领袖、关键网站和叙述。

方法

共检索和分析了 18706 条推文,采用社会网络分析。使用关键字疫苗磁性,于 2021 年 6 月 1 日至 6 月 13 日从 Twitter 检索数据。使用专用的 Twitter 应用程序接口检索推文。更具体地说,使用了 Academic Track 应用程序接口,使用 NodeXL Pro(社交媒体研究基金会)和 Gephi 分析数据。

结果

在数据集内,Twitter 用户之间共有 22762 个连接。本研究发现,网络中最有影响力的用户是一个报道磁性疫苗阴谋的新闻账户。还有其他几个用户也变得有影响力,如一位传染病专家、一位卫生经济学家和一位退休的体育运动员,他们在网络中利用自己的社会资本。

结论

我们的研究发现,有影响力的用户是对抗阴谋的有效传播者,他们的影响力超出了自己的 Twitter 关注者网络。我们强调需要信任有影响力的用户提供健康信息,特别是在 COVID-19 大流行导致广泛的社会不确定性的背景下,社交媒体上的公众情绪可能是不可预测的。本研究强调了有影响力的用户通过其独特的社会资本破坏阴谋论信息流的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2112/10131940/4120cba35e66/jmir_v25i1e43497_fig1.jpg

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