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The COVID-19 pandemic brought upon a massive wave of disinformation, exacerbating polarization in the increasingly divided landscape of online discourse. In this context, popular social media users play a major role, as they have the…

Social and Information Networks · Computer Science 2023-07-25 Giacomo De Nicola , Victor H. Tuekam Mambou , Göran Kauermann

This study examines how public discourse around COVID-19 unfolded on Twitter through the lens of crisis communication and digital publics. Analyzing over 275,000 tweets involving the CDC, we identify 16 distinct discourse clusters shaped by…

Human-Computer Interaction · Computer Science 2025-05-29 Tawfiq Ammari , Anna Gutowska , Jacob Ziff , Casey Randazzo , Harihan Subramonyam

In this paper, we develop an LLM-powered framework for the curation and evaluation of emerging opinion mining in online health communities. We formulate emerging opinion mining as a pairwise stance detection problem between (title, comment)…

Computation and Language · Computer Science 2024-03-07 Joseph Gatto , Madhusudan Basak , Yash Srivastava , Philip Bohlman , Sarah M. Preum

COVID-19 represents the most severe global crisis to date whose public conversation can be studied in real time. To do so, we use a data set of over 350 million tweets and retweets posted by over 26 million English speaking Twitter users…

Social and Information Networks · Computer Science 2021-09-14 Francesco Durazzi , Martin Müller , Marcel Salathé , Daniel Remondini

Long COVID continues to challenge public health by affecting a significant segment of individuals who have recovered from acute SARS-CoV-2 infection yet endure prolonged and often debilitating symptoms. Social media has emerged as a vital…

Social and Information Networks · Computer Science 2024-12-30 Nirmalya Thakur

Long COVID continues to challenge public health by affecting a considerable number of individuals who have recovered from acute SARS-CoV-2 infection yet endure prolonged and often debilitating symptoms. Social media has emerged as a vital…

Social and Information Networks · Computer Science 2025-03-18 Nirmalya Thakur , Niven Francis Da Guia Fernandes , Madje Tobi Marc'Avent Tchona

This study investigates how the U.S. Centers for Disease Control and Prevention (CDC) communicated COVID-19 guidance on Twitter and how publics responded over two years of the pandemic. Drawing on 275,124 tweets mentioning or addressing…

Human-Computer Interaction · Computer Science 2025-09-16 Tawfiq Ammari

Social media data allows researchers to construct large digital cohorts to study the interplay between human behavior and medical treatment.Identifying the users most relevant to a specific health problem is, however, a challenge in that…

Social and Information Networks · Computer Science 2025-05-28 Ziqi Guo , Jack Felag , Jordan C. Rozum , Rion Brattig Correia , Xuan Wang , Luis M. Rocha

The COVID-19 pandemic has led to the emergence of Long COVID, a cluster of symptoms that persist after infection. Long COVID patients may also experience mental health challenges, making it essential to understand individuals' emotional and…

Social and Information Networks · Computer Science 2023-07-18 Guocheng Feng , Huaiyu Cai , Wei Quan

Objective: Social media-based public health research is crucial for epidemic surveillance, but most studies identify relevant corpora with keyword-matching. This study develops a system to streamline the process of curating colloquial…

Computation and Language · Computer Science 2024-03-19 Yining Hua , Jiageng Wu , Shixu Lin , Minghui Li , Yujie Zhang , Dinah Foer , Siwen Wang , Peilin Zhou , Jie Yang , Li Zhou

Online social media (OSM) has emerged as a prominent platform for debate on a wide range of issues. Even celebrities and public figures often share their opinions on a variety of topics through OSM platforms. One such subject that has…

Social and Information Networks · Computer Science 2021-05-28 Rahul Goel , Rajesh Sharma

As the COVID-19 pandemic evolved, the Centers for Disease Control and Prevention (CDC) used Twitter to disseminate safety guidance and updates, reaching millions of users. This study analyzes two years of tweets from, to, and about the CDC…

Social and Information Networks · Computer Science 2025-05-29 Tawfiq Ammari , Anna Gutowska , Jacob Ziff , Casey Randazzo , Harihan Subramonyam

Online platforms play a relevant role in the creation and diffusion of false or misleading news. Concerningly, the COVID-19 pandemic is shaping a communication network - barely considered in the literature - which reflects the emergence of…

Social and Information Networks · Computer Science 2024-05-28 Piergiorgio Castioni , Giulia Andrighetto , Riccardo Gallotti , Eugenia Polizzi , Manlio De Domenico

The construction and application of knowledge graphs have seen a rapid increase across many disciplines in recent years. Additionally, the problem of uncovering relationships between developments in the COVID-19 pandemic and social media…

Social and Information Networks · Computer Science 2021-10-12 Dominic Flocco , Bryce Palmer-Toy , Ruixiao Wang , Hongyu Zhu , Rishi Sonthalia , Junyuan Lin , Andrea L. Bertozzi , P. Jeffrey Brantingham

The COVID-19 pandemic has had adverse effects on both physical and mental health. During this pandemic, numerous studies have focused on gaining insights into health-related perspectives from social media. In this study, our primary…

Machine Learning · Computer Science 2024-12-02 Mahathir Mohammad Bishal , Md. Rakibul Hassan Chowdory , Anik Das , Muhammad Ashad Kabir

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

As a platform, Twitter has been a significant public space for discussion related to the COVID-19 pandemic. Public social media platforms such as Twitter represent important sites of engagement regarding the pandemic and these data can be…

Social and Information Networks · Computer Science 2021-01-29 Hassan Dashtian , Dhiraj Murthy

Background. After a year and half and over 4 million deaths, the COVID-19 pandemic continues to be widespread, and its related topics continue to dominate the global media. Although COVID-19 diagnoses have been well monitored, neither the…

Computers and Society · Computer Science 2021-08-19 Guangqing Chi , Junjun Yin , M. Luke Smith , Yosef Bodovski

In our study, we first constructed a dataset from the tweets of the top 100 medical influencers with the highest Influencer Score during the COVID-19 pandemic. This dataset was then used to construct a socio-semantic network, mapping both…

Social and Information Networks · Computer Science 2024-08-01 Zhijin Guo , Edwin Simpson , Roberta Bernardi

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
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