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The COVID-19 pandemic has caused a global health crisis that affects many aspects of human lives. In the absence of vaccines and antivirals, several behavioural change and policy initiatives, such as physical distancing, have been…

The COVID-19 pandemic has highlighted the dire necessity to improve public health literacy for societal resilience. YouTube, the largest video-sharing social media platform, provides a vast repository of user-generated health information in…

Information Retrieval · Computer Science 2024-09-10 Yawen Guo , Xiao Liu , Anjana Susarla , Rema Padman

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

Internet forums and public social media, such as online healthcare forums, provide a convenient channel for users (people/patients) concerned about health issues to discuss and share information with each other. In late December 2019, an…

Information Retrieval · Computer Science 2020-04-27 Hamed Jelodar , Yongli Wang , Rita Orji , Hucheng Huang

The COVID-19 pandemic has affected people's lives in many ways. Social media data can reveal public perceptions and experience with respect to the pandemic, and also reveal factors that hamper or support efforts to curb global spread of the…

The COVID-19 pandemic has affected lives of people from different countries for almost two years. The changes on lifestyles due to the pandemic may cause psychosocial stressors for individuals, and have a potential to lead to mental health…

Computation and Language · Computer Science 2022-02-02 Yue Tong Leung , Farzad Khalvati

Social media platforms, such as Twitter, provide a suitable avenue for users (people or patients) concerned on health questions to discuss and share information with each other. In December 2019, a few coronavirus disease cases were first…

Social and Information Networks · Computer Science 2020-12-11 Tiago de Melo

Objective: This study aims to develop an end-to-end natural language processing pipeline for triage and diagnosis of COVID-19 from patient-authored social media posts, in order to provide researchers and public health practitioners with…

Computation and Language · Computer Science 2022-01-10 Abul Hasan , Mark Levene , David Weston , Renate Fromson , Nicolas Koslover , Tamara Levene

Coronavirus disease (COVID-19) pandemic has changed various aspects of people's lives and behaviors. At this stage, there are no other ways to control the natural progression of the disease than adopting mitigation strategies such as…

Social and Information Networks · Computer Science 2021-06-11 Christopher Whitfield , Yang Liu , Mohd Anwar

Social media is a rich source where we can learn about people's reactions to social issues. As COVID-19 has significantly impacted on people's lives, it is essential to capture how people react to public health interventions and understand…

Computation and Language · Computer Science 2020-07-07 Hyeju Jang , Emily Rempel , Giuseppe Carenini , Naveed Janjua

The recent global outbreak of the coronavirus disease (COVID-19) has spread to all corners of the globe. The international travel ban, panic buying, and the need for self-quarantine are among the many other social challenges brought about…

Information Retrieval · Computer Science 2022-12-20 Ankita Agarwal , Preetham Salehundam , Swati Padhee , William L. Romine , Tanvi Banerjee

The outbreak of coronavirus disease 2019 (COVID-19) recently has affected human life to a great extent. Besides direct physical and economic threats, the pandemic also indirectly impact people's mental health conditions, which can be…

Computation and Language · Computer Science 2020-06-11 Irene Li , Yixin Li , Tianxiao Li , Sergio Alvarez-Napagao , Dario Garcia-Gasulla , Toyotaro Suzumura

The COVID-19 pandemic caused by the novel SARS-Coronavirus-2 (n-SARS-CoV-2) has impacted people's lives in unprecedented ways. During the time of the pandemic, social vloggers have used social media to actively share their opinions or…

Multimedia · Computer Science 2020-09-17 Kexin Feng , Preeti Zanwar , Amir H. Behzadan , Theodora Chaspari

This work investigated about 10,000 COVID-19-related YouTube videos published between January 2023 and October 2024 to evaluate how temporal, lexical, linguistic, and structural factors influenced engagement during the late pandemic period.…

Social and Information Networks · Computer Science 2025-09-03 Nirmalya Thakur , Madeline D Hartel , Lane Michael Boden , Dallas Enriquez , Boston Joyner Ricks

Automated information extraction with natural language processing (NLP) tools is required to gain systematic insights from the large number of COVID-19 publications, reports and social media posts, which far exceed human processing…

Other Quantitative Biology · Quantitative Biology 2025-06-16 Salma Kazemi Rashed , Rafsan Ahmed , Johan Frid , Sonja Aits

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

Textual data from social platforms captures various aspects of mental health through discussions around and across issues, while users reach out for help and others sympathize and offer support. We propose a comprehensive framework that…

Social and Information Networks · Computer Science 2025-03-04 Vaishali Aggarwal , Sachin Thukral , Krushil Patel , Arnab Chatterjee

Computational approaches to predicting mental health conditions in social media have been substantially explored in the past years. Multiple reviews have been published on this topic, providing the community with comprehensive accounts of…

Computation and Language · Computer Science 2025-03-11 Ana-Maria Bucur , Andreea-Codrina Moldovan , Krutika Parvatikar , Marcos Zampieri , Ashiqur R. KhudaBukhsh , Liviu P. Dinu

Timely access to accurate scientific literature in the battle with the ongoing COVID-19 pandemic is critical. This unprecedented public health risk has motivated research towards understanding the disease in general, identifying drugs to…

Currently, the world is in the midst of a severe global pandemic, which has affected all aspects of people's lives. As a result, there is a deluge of COVID-related digital media articles published in the United States, due to the disparate…

Computation and Language · Computer Science 2021-06-18 Xiangpeng Wan , Michael C. Lucic , Hakim Ghazzai , Yehia Massoud
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