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COVID-19 pandemic has generated what public health officials called an infodemic of misinformation. As social distancing and stay-at-home orders came into effect, many turned to social media for socializing. This increase in social media…

Social and Information Networks · Computer Science 2021-06-15 Mir Mehedi A. Pritom , Rosana Montanez Rodriguez , Asad Ali Khan , Sebastian A. Nugroho , Esra'a Alrashydah , Beatrice N. Ruiz , Anthony Rios

Research into COVID-19 has been rapidly evolving since the onset of the pandemic. This occasionally results in contradictory recommendations by credible sources of scientific opinion, public health authorities, and medical professionals. In…

Social and Information Networks · Computer Science 2024-03-15 Salwa Alamir , Armineh Nourbakhsh , Cecilia Tilli , Sameena Shah , Manuela Veloso

Misinformation during pandemic situations like COVID-19 is growing rapidly on social media and other platforms. This expeditious growth of misinformation creates adverse effects on the people living in the society. Researchers are trying…

Social and Information Networks · Computer Science 2022-08-05 A. R. Sana Ullah , Anupam Das , Anik Das , Muhammad Ashad Kabir , Kai Shu

The COVID-19 pandemic has been the subject of a vast amount of misinformation, particularly in digital information environments, and major social media platforms recently publicized some of the countermeasures they are adopting. This…

Computers and Society · Computer Science 2020-08-04 Andrew Buzzell

Detecting misinformation threads is crucial to guarantee a healthy environment on social media. We address the problem using the data set created during the COVID-19 pandemic. It contains cascades of tweets discussing information weakly…

Computation and Language · Computer Science 2023-04-07 Tommaso Fornaciari , Luca Luceri , Emilio Ferrara , Dirk Hovy

Background: The COVID-19 outbreak has left many people isolated within their homes; these people are turning to social media for news and social connection, which leaves them vulnerable to believing and sharing misinformation.…

A drastic rise in potentially life-threatening misinformation has been a by-product of the COVID-19 pandemic. Computational support to identify false information within the massive body of data on the topic is crucial to prevent harm.…

Computation and Language · Computer Science 2024-02-09 Jan Philip Wahle , Nischal Ashok , Terry Ruas , Norman Meuschke , Tirthankar Ghosal , Bela Gipp

Amidst COVID-19 misinformation spreading, social media platforms like Facebook and Twitter rolled out design interventions, including banners linking to authoritative resources and more specific "false information" labels. In late March…

Computers and Society · Computer Science 2020-12-22 Christine Geeng , Tiona Francisco , Jevin West , Franziska Roesner

The proliferation of online misinformation has emerged as one of the biggest threats to society. Considerable efforts have focused on building misinformation detection models, still the perils of misinformation remain abound. Mitigating…

Computation and Language · Computer Science 2024-01-19 Mohit Chandra , Anush Mattapalli , Munmun De Choudhury

This paper makes four scientific contributions to the area of misinformation detection and analysis on digital platforms, with a specific focus on investigating how conspiracy theories, fake remedies, and false reports emerge, propagate,…

Social and Information Networks · Computer Science 2025-03-20 Nirmalya Thakur , Mingchen Shao , Victoria Knieling , Vanessa Su , Andrew Bian , Hongseok Jeong

Susceptibility to misinformation describes the degree of belief in unverifiable claims, a latent aspect of individuals' mental processes that is not observable. Existing susceptibility studies heavily rely on self-reported beliefs, which…

Computation and Language · Computer Science 2024-10-15 Yanchen Liu , Mingyu Derek Ma , Wenna Qin , Azure Zhou , Jiaao Chen , Weiyan Shi , Wei Wang , Diyi Yang

In this paper we investigate what folk models of misinformation exist through semi-structured interviews with a sample of 235 social media users. Work on social media misinformation does not investigate how ordinary users - the target of…

Social and Information Networks · Computer Science 2022-07-27 Filipo Sharevski , Amy Devine , Emma Pieroni , Peter Jachim

We present a human-in-the-loop evaluation framework for fact-checking novel misinformation claims and identifying social media messages that support them. Our approach extracts check-worthy claims, which are aggregated and ranked for…

Computation and Language · Computer Science 2023-07-04 Ethan Mendes , Yang Chen , Wei Xu , Alan Ritter

Understanding how different online communities engage with COVID-19 misinformation is critical for public health response, as misinformation confined to a small, isolated community of users poses a different public health risk than…

Social and Information Networks · Computer Science 2021-12-03 Matthew T. Osborne , Samuel S. Malloy , Erik C. Nisbet , Robert M. Bond , Joseph H. Tien

This study conducts a computational linguistic analysis of pandemic-related online discourse to examine how language distinguishes health misinformation from factual communication. Drawing on three corpora: COVID-19 false narratives (n =…

Computation and Language · Computer Science 2025-10-10 Mkululi Sikosana , Sean Maudsley-Barton , Oluwaseun Ajao

Since 2016, the amount of academic research with the keyword "misinformation" has more than doubled [2]. This research often focuses on article headlines shown in artificial testing environments, yet misinformation largely spreads through…

Human-Computer Interaction · Computer Science 2020-12-16 Emily Saltz , Claire Leibowicz , Claire Wardle

The prevalence of misinformation and disinformation poses a significant challenge in today's digital landscape. That is why several methods and tools are proposed to analyze and understand these phenomena from a scientific perspective. To…

Social and Information Networks · Computer Science 2024-06-14 Alejandro Buitrago López , Javier Pastor-Galindo , José A. Ruipérez-Valiente

Malicious accounts spreading misinformation has led to widespread false and misleading narratives in recent times, especially during the COVID-19 pandemic, and social media platforms struggle to eliminate these contents rapidly. This is…

Social and Information Networks · Computer Science 2022-02-28 Karishma Sharma , Emilio Ferrara , Yan Liu

Social media has been one of the main information consumption sources for the public, allowing people to seek and spread information more quickly and easily. However, the rise of various social media platforms also enables the proliferation…

Social and Information Networks · Computer Science 2022-11-11 Canyu Chen , Haoran Wang , Matthew Shapiro , Yunyu Xiao , Fei Wang , Kai Shu

Public opinion reflects and shapes societal behavior, but the traditional survey-based tools to measure it are limited. We introduce a novel approach to probe media diet models -- language models adapted to online news, TV broadcast, or…

Computation and Language · Computer Science 2023-03-30 Eric Chu , Jacob Andreas , Stephen Ansolabehere , Deb Roy
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