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Background: Social media chatter in 2020 has been largely dominated by the COVID-19 pandemic. Existing research shows that COVID-19 discourse is highly politicized, with political preferences linked to beliefs and disbeliefs about the…

Social and Information Networks · Computer Science 2021-09-01 Julie Jiang , Xiang Ren , Emilio Ferrara

The emergence of the COVID-19 pandemic resulted in a significant rise in the spread of misinformation on online platforms such as Twitter. Oftentimes this growth is blamed on the idea of the "echo chamber." However, the behavior said to…

Social and Information Networks · Computer Science 2024-12-13 Caleb Stam , Emily Saldanha , Mahantesh Halappanavar , Anurag Acharya

Social media may create echo chambers that reaffirm users' beliefs and opinions through repeated exposure of similar notions. Whilst the formation and effect of echo chambers have been intensively examined in thread-based platforms such as…

Social and Information Networks · Computer Science 2022-12-14 Hongrui Jin

Echo chambers on social media are a significant problem that can elicit a number of negative consequences, most recently affecting the response to COVID-19. Echo chambers promote conspiracy theories about the virus and are found to be…

Social and Information Networks · Computer Science 2021-12-10 Faisal Alatawi , Lu Cheng , Anique Tahir , Mansooreh Karami , Bohan Jiang , Tyler Black , Huan Liu

Users online tend to consume information adhering to their system of beliefs and to ignore dissenting information. During the COVID-19 pandemic, users get exposed to a massive amount of information about a new topic having a high level of…

Social and Information Networks · Computer Science 2021-06-09 Gabriele Etta , Matteo Cinelli , Alessandro Galeazzi , Carlo Michele Valensise , Mauro Conti , Walter Quattrociocchi

Recent studies have shown that online users tend to select information adhering to their system of beliefs, ignore information that does not, and join groups - i.e., echo chambers - around a shared narrative. Although a quantitative…

On social media algorithms for content promotion, accounting for users preferences, might limit the exposure to unsolicited contents. In this work, we study how the same contents (videos) are consumed on different platforms -- i.e. Facebook…

Social and Information Networks · Computer Science 2016-09-28 Alessandro Bessi , Fabiana Zollo , Michela Del Vicario , Michelangelo Puliga , Antonio Scala , Guido Caldarelli , Brian Uzzi , Walter Quattrociocchi

This study investigates echo chambers in social networks through an analysis of Twitter news accounts. Utilizing bias labels from the AllSides website, we construct a dataset representing six dimensions of news bias. Through manual…

Social and Information Networks · Computer Science 2024-04-25 Wen Yang

Echo chambers in online social networks, in which users prefer to interact only with ideologically-aligned peers, are believed to facilitate misinformation spreading and contribute to radicalize political discourse. In this paper, we gauge…

Physics and Society · Physics 2019-12-11 Wesley Cota , Silvio C. Ferreira , Romualdo Pastor-Satorras , Michele Starnini

Health misinformation is believed to have contributed to vaccine hesitancy during the Covid-19 pandemic, highlighting concerns about the role of social media in polarization and social stability. While previous research has identified a…

Social and Information Networks · Computer Science 2022-03-04 Ashwin Rao , Fred Morstatter , Kristina Lerman

With the 2022 US midterm elections approaching, conspiratorial claims about the 2020 presidential elections continue to threaten users' trust in the electoral process. To regulate election misinformation, YouTube introduced policies to…

Computers and Society · Computer Science 2023-02-16 Prerna Juneja , Md Momen Bhuiyan , Tanushree Mitra

Echo chambers may exclude social media users from being exposed to other opinions, therefore, can cause rampant negative effects. Among abundant evidence are the 2016 and 2020 US presidential elections conspiracy theories and polarization,…

Social and Information Networks · Computer Science 2021-08-13 Bohan Jiang , Mansooreh Karami , Lu Cheng , Tyler Black , Huan Liu

Social news websites, such as Reddit, have evolved into prominent platforms for sharing and discussing news. A key issue on social news websites sites is the formation of echo chambers, which often lead to the spread of highly biased or…

Social and Information Networks · Computer Science 2024-03-19 Yigit Ege Bayiz , Arash Amini , Radu Marculescu , Ufuk Topcu

The explosive growth of social media has not only revolutionized communication but also brought challenges such as political polarization, misinformation, hate speech, and echo chambers. This dissertation employs computational social…

Social and Information Networks · Computer Science 2025-09-16 Julie Jiang

YouTube has today become the primary news source for many users, which raises concerns about the role its recommendation algorithm can play in the spread of misinformation and political polarization. Prior work in this area has mainly…

Computers and Society · Computer Science 2026-03-27 Salim Chouaki , Savaiz Nazir , Sandra Siby

The entertainment-driven nature of social media encourages users to engage with like-minded individuals and consume content aligned with their beliefs, limiting exposure to diverse perspectives. Simultaneously, users migrate between…

Computers and Society · Computer Science 2025-06-05 Edoardo Di Martino , Alessandro Galeazzi , Michele Starnini , Walter Quattrociocchi , Matteo Cinelli

This study presents a data-driven analysis of COVID-19 discourse on YouTube, examining the sentiment, toxicity, and thematic patterns of video content published between January 2023 and October 2024. The analysis involved applying advanced…

Social and Information Networks · Computer Science 2024-12-24 Vanessa Su , Nirmalya Thakur

Political debate nowadays takes place mainly on online social media, with election periods amplifying ideological engagement. Reddit is generally considered more resistant to polarization and echo chamber effects than platforms like Twitter…

Physics and Society · Physics 2025-11-04 Daniele Cirulli , Antonio Desiderio , Giulio Cimini , Fabio Saracco

The wide availability of user-provided content in online social media facilitates the aggregation of people around common interests, worldviews, and narratives. Despite the enthusiastic rhetoric on the part of some that this process…

While most social media companies have attempted to address the challenge of COVID-19 misinformation, the success of those policies is difficult to assess, especially when focusing on individual platforms. This study explores the…

Social and Information Networks · Computer Science 2022-08-30 David S. Axelrod , Brian P. Harper , John C. Paolillo
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