An Exploratory Analysis of COVID Bot vs Human Disinformation Dissemination stemming from the Disinformation Dozen on Telegram
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Abstract (arXiv)
The COVID-19 pandemic of 2021 led to a worldwide health crisis that was accompanied by an infodemic. A group of 12 social media personalities, dubbed the ``Disinformation Dozen", were identified as key in spreading disinformation regarding the COVID-19 virus, treatments, and vaccines. This study focuses on the spread of disinformation propagated by this group on Telegram, a mobile messaging and social media platform. After segregating users into three groups -- the Disinformation Dozen, bots, and humans --, we perform an investigation with a dataset of Telegram messages from January to June 2023, comparatively analyzing temporal, topical, and network features. We observe that the Disinformation Dozen are highly involved in the initial dissemination of disinformation but are not the main drivers of the propagation of disinformation. Bot users are extremely active in conversation threads, while human users are active propagators of information, disseminating posts between Telegram channels through the forwarding mechanism.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 22 Feb 2024.
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Citing papers per year: 2024: 1; 2025: 4; 2026: 1.
6 papers.
- 2024More than Memes: A Multimodal Topic Modeling Approach to Conspiracy Theories on Telegramcited by 6
- 2025Mapping the Italian Telegram Ecosystem: Communities, Toxicity, and Hate Speechcited by 2
- 2025Graph-based Fake Account Detection: A Surveycited by 1
- 2025What is a Social Media Bot? A Global Comparison of Bot and Human Characteristicscited by 0
- 2025pytopicgram: A library for data extraction and topic modeling from Telegram channelscited by 0
- 2026Modeling Social Dynamics with an LLM-Enabled Agent Based Network-Dynamic (LAND) Modelcited by 0
- 2026Modeling Social Dynamics with an LLM-Enabled Agent Based Network-Dynamic (LAND) Model2 Aug 2026
- 2025Graph-based Fake Account Detection: A Survey9 Jul 2025
- 2025Mapping the Italian Telegram Ecosystem: Communities, Toxicity, and Hate Speech28 Apr 2025
- 2025pytopicgram: A library for data extraction and topic modeling from Telegram channels7 Feb 2025
- 2025What is a Social Media Bot? A Global Comparison of Bot and Human Characteristics1 Jan 2025
- 2024More than Memes: A Multimodal Topic Modeling Approach to Conspiracy Theories on Telegram11 Oct 2024