School of Information Science, University of South Carolina, Columbia, SC 29208, USA.
School of Information Sciences, University of Illinois Urbana-Champaign, Champaign, IL 61820, USA.
Int J Environ Res Public Health. 2021 Feb 23;18(4):2159. doi: 10.3390/ijerph18042159.
To combat health disinformation shared online, there is a need to identify and characterize the prevalence of topics shared by trolls managed by individuals to promote discord. The current literature is limited to a few health topics and dominated by vaccination. The goal of this study is to identify and analyze the breadth of health topics discussed by left (liberal) and right (conservative) Russian trolls on Twitter. We introduce an automated framework based on mixed methods including both computational and qualitative techniques. Results suggest that Russian trolls discussed 48 health-related topics, ranging from diet to abortion. Out of the 48 topics, there was a significant difference (-value ≤ 0.004) between left and right trolls based on 17 topics. Hillary Clinton's health during the 2016 election was the most popular topic for right trolls, who discussed this topic significantly more than left trolls. Mental health was the most popular topic for left trolls, who discussed this topic significantly more than right trolls. This study shows that health disinformation is a global public health threat on social media for a considerable number of health topics. This study can be beneficial for researchers who are interested in political disinformation and health monitoring, communication, and promotion on social media by showing health information shared by Russian trolls.
为了打击网上传播的健康虚假信息,有必要识别和描述由个人管理的煽动者所分享的、旨在制造不和的主题的流行程度。目前的文献仅限于少数几个健康主题,且主要集中在疫苗接种方面。本研究的目的是确定和分析俄罗斯左右派推特(Twitter)煽动者讨论的广泛健康主题。我们引入了一个基于混合方法的自动化框架,包括计算和定性技术。结果表明,俄罗斯煽动者讨论了 48 个与健康相关的话题,从饮食到堕胎。在这 48 个主题中,有 17 个主题在左派和右派的俄罗斯煽动者之间存在显著差异(-值≤0.004)。在 2016 年选举期间,希拉里·克林顿的健康状况是右派俄罗斯煽动者最关注的话题,他们对此话题的讨论明显多于左派俄罗斯煽动者。心理健康是左派俄罗斯煽动者最关注的话题,他们对此话题的讨论明显多于右派俄罗斯煽动者。这项研究表明,健康虚假信息是社交媒体上的一个全球性公共卫生威胁,涉及相当多的健康主题。这项研究对于对政治虚假信息以及社交媒体上的健康监测、传播和推广感兴趣的研究人员来说是有益的,它展示了俄罗斯煽动者分享的健康信息。