Toxicity on Social Media During the 2022 Mpox Public Health Emergency: Quantitative Study of Topical and Network Dynamics

Our study introduces a comprehensive workflow that combines topical and network analyses to decode emerging social issues during crises. By tracking topical dynamics, we can track the changing popularity of toxic content on the internet, providing a better understanding of societal challenges. Network dynamics highlight key social media influencers and their intentions, suggesting that engaging with these central figures in toxic discourse can improve crisis communication and guide policy making.

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Institutions

Publication Details

Journal
Journal of Medical Internet Research
Published
2024-12-12
DOI
https://doi.org/10.2196/52997
Citations
6
Primary Topic
Misinformation and Its Impacts
Type
article
Field-Weighted Citation Impact
6.79

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article

Toxicity on Social Media During the 2022 Mpox Public Health Emergency: Quantitative Study of Topical and Network Dynamics

Lingyao Li, Lizhou Fan, Libby Hemphill
6 citations
Journal of Medical Internet Research
Misinformation and Its Impacts
6.79
article

Toxicity on Social Media During the 2022 Mpox Public Health Emergency: Quantitative Study of Topical and Network Dynamics

Lingyao Li, Lizhou Fan, Libby Hemphill
article en
6 citations

Abstract

Our study introduces a comprehensive workflow that combines topical and network analyses to decode emerging social issues during crises. By tracking topical dynamics, we can track the changing popularity of toxic content on the internet, providing a better understanding of societal challenges. Network dynamics highlight key social media influencers and their intentions, suggesting that engaging with these central figures in toxic discourse can improve crisis communication and guide policy making.

Journal of Medical Internet ResearchVol. 26
University of Michigan (US)
Centers for Disease Control and Prevention
Peace, Justice and strong institutions
Openalex Percentile: Top 3%
Misinformation and Its Impacts
6.79
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