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相关论文: Classifying vaccine sentiment tweets by modelling …

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Vaccination rates are decreasing in many areas of the world, and outbreaks of preventable diseases tend to follow in areas with particular low rates. Much research has been devoted to improving our understanding of the motivations behind…

社会与信息网络 · 计算机科学 2019-05-31 Bjarke Mønsted , Sune Lehmann

In an era where public health is increasingly influenced by information shared on social media, combatting vaccine skepticism and misinformation has become a critical societal goal. Misleading narratives around vaccination have spread…

计算与语言 · 计算机科学 2025-10-21 Utsav Dhanuka , Soham Poddar , Saptarshi Ghosh

Background Advances in machine learning (ML) models have increased the capability of researchers to detect vaccine hesitancy in social media using Natural Language Processing (NLP). A considerable volume of research has identified the…

计算与语言 · 计算机科学 2025-03-25 Lorena G Barberia , Belinda Lombard , Norton Trevisan Roman , Tatiane C. M. Sousa

We developed a system to automatically classify stance towards vaccination in Twitter messages, with a focus on messages with a negative stance. Such a system makes it possible to monitor the ongoing stream of messages on social media,…

计算与语言 · 计算机科学 2019-09-04 Florian Kunneman , Mattijs Lambooij , Albert Wong , Antal van den Bosch , Liesbeth Mollema

Objective: We formed community structure based on web page credibility and we measured the types of information for characterizing communities of tweeter users who posted about tweets related to vaccine. Methods: We performed the experiment…

社会与信息网络 · 计算机科学 2021-03-23 Md. Rafiul Biswas

Over 12 billion doses of COVID-19 vaccines have been administered at the time of writing. However, public perceptions of vaccines have been complex. We analyzed COVID-19 vaccine-related tweets to understand the evolving perceptions of…

This COVID-19 pandemic is so dreadful that it leads to severe anxiety, phobias, and complicated feelings or emotions. Even after vaccination against Coronavirus has been initiated, people feelings have become more diverse and complex, and…

Social media platforms such as Twitter have a fundamental role in facilitating the spread and discussion of ideas online through the concept of retweeting and replying. However, these features also contribute to the spread of…

社会与信息网络 · 计算机科学 2024-02-29 James R. Ashford

In the realm of public health, vaccination stands as the cornerstone for mitigating disease risks and controlling their proliferation. The recent COVID-19 pandemic has highlighted how vaccines play a crucial role in keeping us safe. However…

计算与语言 · 计算机科学 2023-12-20 Somsubhra De , Shaurya Vats

Social media plays a pivotal role in disseminating news globally and acts as a platform for people to express their opinions on various topics. A wide variety of views accompanies COVID-19 vaccination drives across the globe, often colored…

计算与语言 · 计算机科学 2021-07-21 Harshita Chopra , Aniket Vashishtha , Ridam Pal , Ashima , Ananya Tyagi , Tavpritesh Sethi

Vaccine concerns are an ever-evolving target, and can shift quickly as seen during the COVID-19 pandemic. Identifying longitudinal trends in vaccine concerns and misinformation might inform the healthcare space by helping public health…

计算与语言 · 计算机科学 2024-02-06 Chloe Qinyu Zhu , Rickard Stureborg , Bhuwan Dhingra

Vaccine hesitancy has been a common concern, probably since vaccines were created and, with the popularisation of social media, people started to express their concerns about vaccines online alongside those posting pro- and anti-vaccine…

计算与语言 · 计算机科学 2023-04-18 Yida Mu , Mali Jin , Charlie Grimshaw , Carolina Scarton , Kalina Bontcheva , Xingyi Song

In the contemporary era, social media platforms amass an extensive volume of social data contributed by their users. In order to promptly grasp the opinions and emotional inclinations of individuals regarding a product or event, it becomes…

计算与语言 · 计算机科学 2024-06-18 Jitendra Tembhurne , Anant Agrawal , Kirtan Lakhotia

Vaccine hesitancy, which has recently been driven by online narratives, significantly degrades the efficacy of vaccination strategies, such as those for COVID-19. Despite broad agreement in the medical community about the safety and…

社会与信息网络 · 计算机科学 2022-11-07 Matheus Schmitz , Goran Murić , Keith Burghardt

In this paper, we look at a database of tweets sorted by various keywords that could indicate the users sentiment towards covid vaccines. With social media becoming such a prevalent source of opinion, sorting and ranking tweets that hold…

计算与语言 · 计算机科学 2023-11-09 Wenbo Zhu , Tiechuan Hu

Very few social media studies have been done on South African user-generated content during the COVID-19 pandemic and even fewer using hand-labelling over automated methods. Vaccination is a major tool in the fight against the pandemic, but…

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

The rise in popularity and ubiquity of Twitter has made sentiment analysis of tweets an important and well-covered area of research. However, the 140 character limit imposed on tweets makes it hard to use standard linguistic methods for…

社会与信息网络 · 计算机科学 2021-01-05 Soroush Vosoughi , Helen Zhou , Deb Roy

Although the recent rise and uptake of COVID-19 vaccines in the United States has been encouraging, there continues to be significant vaccine hesitancy in various geographic and demographic clusters of the adult population. Surveys, such as…

社会与信息网络 · 计算机科学 2021-08-05 Sara Melotte , Mayank Kejriwal

Vaccination is important to minimize the risk and spread of various diseases. In recent years, vaccination has been a key step in countering the COVID-19 pandemic. However, many people are skeptical about the use of vaccines for various…

计算与语言 · 计算机科学 2023-12-19 Aniket Deroy , Subhankar Maity
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