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Billions of COVID-19 vaccines have been administered, but many remain hesitant. Misinformation about the COVID-19 vaccines and other vaccines, propagating on social media, is believed to drive hesitancy towards vaccination. The ability to…

计算与语言 · 计算机科学 2022-02-22 Maxwell Weinzierl , Sanda Harabagiu

Social media is an appropriate source for analyzing public attitudes towards the COVID-19 vaccine and various brands. Nevertheless, there are few relevant studies. In the research, we collected tweet posts by the UK and US residents from…

计算与语言 · 计算机科学 2021-06-09 Tao Na , Wei Cheng , Dongming Li , Wanyu Lu , Hongjiang Li

Tweet classification has attracted considerable attention recently. Most of the existing work on tweet classification focuses on topic classification, which classifies tweets into several predefined categories, and sentiment classification,…

计算与语言 · 计算机科学 2020-01-03 Rahul Radhakrishnan Iyer , Yulong Pei , Katia Sycara

Vaccine hesitancy continues to be a main challenge for public health officials during the COVID-19 pandemic. As this hesitancy undermines vaccine campaigns, many researchers have sought to identify its root causes, finding that the…

社会与信息网络 · 计算机科学 2023-06-13 Mohammad Reza Zarei , Michael Christensen , Sarah Everts , Majid Komeili

Societies worldwide have witnessed growing rifts separating advocates and opponents of vaccinations and other COVID-19 countermeasures. With the rollout of vaccination campaigns, German-speaking regions exhibited much lower vaccination…

计算机与社会 · 计算机科学 2024-07-16 Katarina Boland , Christopher Starke , Felix Bensmann , Frank Marcinkowski , Stefan Dietze

COVID-19 pandemic has brought unprecedented challenges to the world, and vaccination has been a key strategy to combat the disease. Since Twitter is one of the most widely used public microblogging platforms, researchers have analysed…

社会与信息网络 · 计算机科学 2024-03-15 Pardeep Singh , Rabindra Lamsal , Monika Singh , Satish Chand , Bhawna Shishodia

The widespread usage of social networks during mass convergence events, such as health emergencies and disease outbreaks, provides instant access to citizen-generated data that carry rich information about public opinions, sentiments,…

社会与信息网络 · 计算机科学 2023-06-05 Muhammad Imran , Umair Qazi , Ferda Ofli

The increase in the number of Internet users and the strong interaction brought by Web 2.0 made the Opinion Mining an important task in the area of natural language processing. Although several methods are capable of performing this task,…

机器学习 · 计算机科学 2018-11-28 Zacarias Curi , Alceu de Souza Britto , Emerson Cabrera Paraiso

Public health practitioners and policy makers grapple with the challenge of devising effective message-based interventions for debunking public health misinformation in cyber communities. "Framing" and "personalization" of the message is…

社会与信息网络 · 计算机科学 2020-10-06 Shahan Ali Memon , Aman Tyagi , David R. Mortensen , Kathleen M. Carley

This study investigated and compared public sentiment related to COVID-19 vaccines expressed on two popular social media platforms, Reddit and Twitter, harvested from January 1, 2020, to March 1, 2022. To accomplish this task, we created a…

计算与语言 · 计算机科学 2022-11-29 Chad A Melton , Brianna M White , Robert L Davis , Robert A Bednarczyk , Arash Shaban-Nejad

With a substantial proportion of the population currently hesitant to take the COVID-19 vaccine, it is important that people have access to accurate information. However, there is a large amount of low-credibility information about vaccines…

With the growth of social medias, such as Twitter, plenty of user-generated data emerge daily. The short texts published on Twitter -- the tweets -- have earned significant attention as a rich source of information to guide many…

人工智能 · 计算机科学 2021-06-01 Sérgio Barreto , Ricardo Moura , Jonnathan Carvalho , Aline Paes , Alexandre Plastino

Objective: The aims of the study were to examine the association between social media sentiments surrounding COVID-19 vaccination and the effects on vaccination rates in the United States (US), as well as other contributing factors to the…

社会与信息网络 · 计算机科学 2022-01-24 Ana Aleksandric , Mercy Jesuloluwa Obasanya , Sarah Melcher , Shirin Nilizadeh , Gabriela Mustata Wilson

In this work, we study English-language vaccine discourse in social media posts, specifically posts on X (formerly Twitter), in seven years before the COVID-19 outbreak (2013 to 2019) and three years after the outbreak was first reported…

社会与信息网络 · 计算机科学 2025-11-24 Nikesh Gyawali , Doina Caragea , Cornelia Caragea , Saif M. Mohammad

Digital tools play an important role in fighting the current global COVID-19 pandemic. We conducted a representative online study in Germany on a sample of 599 participants to evaluate the user perception of vaccination certificates. We…

人机交互 · 计算机科学 2021-06-23 Marvin Kowalewski , Franziska Herbert , Theodor Schnitzler , Markus Dürmuth

Considering the global pandemic of coronavirus disease 2019 (COVID-19), around the world several vaccines are being developed. Till now, these vaccines are the most effective way to reduce the high burden on the global health…

物理与社会 · 物理学 2023-02-22 Dibyajyoti Mallick , Aniruddha Ray , Ankita Das , Sayantari Ghosh

Social media analysis has become a common approach to assess public opinion on various topics, including those about health, in near real-time. The growing volume of social media posts has led to an increased usage of modern machine…

社会与信息网络 · 计算机科学 2020-12-08 Martin Müller , Marcel Salathé

News media has been utilized as a political tool to stray from facts, presenting biased claims without evidence. Amid the COVID-19 pandemic, politically biased news (PBN) has significantly undermined public trust in vaccines, despite strong…

社会与信息网络 · 计算机科学 2024-03-08 Bohan Jiang , Lu Cheng , Zhen Tan , Ruocheng Guo , Huan Liu

While social media plays a vital role in communication nowadays, misinformation and trolls can easily take over the conversation and steer public opinion on these platforms. We saw the effect of misinformation during the COVID-19 pandemic…

计算机与社会 · 计算机科学 2023-07-07 Ashiqur Rahman , Hamed Alhoori

Enormous hope in the efficacy of vaccines became recently a successful reality in the fight against the COVID-19 pandemic. However, vaccine hesitancy, fueled by exposure to social media misinformation about COVID-19 vaccines became a major…

计算与语言 · 计算机科学 2021-11-18 Maxwell A. Weinzierl , Sanda M. Harabagiu