Characterizing Twitter Discussions About Coronavirus Vaccines in the United States: A Topic Modelling Analysis (Preprint)

2020 ◽  
Author(s):  
LI Crystal Jiang ◽  
Tsz Hang Chu ◽  
Mengru Sun
Keyword(s):  
United States ◽  
Social Media ◽  
Vaccine Development ◽  
Topic Model ◽  
Negative Emotions ◽  
The United States ◽  
Opinion Leaders ◽  
Topic Modelling ◽  
Conspiracy Theories ◽  
Key Opinion Leaders

BACKGROUND A coronavirus vaccine that works is considered a game-changer in the battle against the unprecedented pandemic. News and social media discussions have been extensively covered the issue of coronavirus vaccines, with a mixture of advocacies, concerns, rumors and conspiracy theories. OBJECTIVE This study aims to uncover the emerging themes in social media discussions regarding the potential coronavirus vaccines. METHODS This study employ topic modelling to analyze Tweets related to coronavirus vaccines at the start of the COVID-19 in the United States (February 21 to March 20, 2020). We created a predefined query (e.g., "COVID" AND "vaccine") to extract the tweet text and metadata (number of followers of the Twitter account and engagement metrics based on likes, comments and retweeting) from the Meltwater database. After pre-processing the data, we tested Latent Dirichlet Allocation models with different solutions for identifying topics associated with tweets. The topic model with 20 topics provided the best topic coherence, and each topic was interpreted based on its top associated terms. RESULTS In total, we analyzed 100,209 tweets related to coronavirus vaccines. The 20 topics were further collapsed based on their similarities, resulting in seven big themes. Our analysis characterized 26.3% of the tweets as News Related to Coronavirus and Vaccine Development, 25.4% as General Discussion and Information Seeking of Coronavirus, 12.9% as Financial Concerns, 12.7% as Venting Negative Emotions, 9.9% as Prayers and Call for Positivity, 8.1 as Efficacy of Vaccine and Treatment and 4.9% as Conspiracies. Different themes demonstrated some changes over time, mostly in a close association with news or events related to the progress of vaccine developments. Users with a large number of followers (also known as key opinion leaders) preferred to discuss the themes of conspiracy theories, efficacy of vaccines and treatments, and financial concerns over other themes. The engagement levels of different themes were similar except for venting negative emotions. CONCLUSIONS This study concluded that financial concerns emerged as one important concern among the public regarding the potential coronavirus vaccines. The discussions of vaccines considerably mixed with political discussions, which suggests that the issue of coronavirus vaccines is politicized in the US. Only a small proportion of tweets were concerned about conspiracy theories, but their impact can be amplified by key opinion leaders and its relatively higher engagement level with the audiences. CLINICALTRIAL N.A.

scholarly journals Characterization of Vaccine Tweets During the Early Stage of the COVID-19 Outbreak in the United States: Topic Modeling Analysis

10.2196/25636 ◽  
2021 ◽  
Vol 1 (1) ◽  
pp. e25636
Author(s):  
Li Crystal Jiang ◽  
Tsz Hang Chu ◽  
Mengru Sun
Keyword(s):  
United States ◽  
Topic Modeling ◽  
Vaccine Development ◽  
Close Association ◽  
Negative Emotions ◽  
The United States ◽  
Conspiracy Theories ◽  
Early Stages ◽  
Twitter Users ◽  
Public Concerns

Background During the early stages of the COVID-19 pandemic, developing safe and effective coronavirus vaccines was considered critical to arresting the spread of the disease. News and social media discussions have extensively covered the issue of coronavirus vaccines, with a mixture of vaccine advocacies, concerns, and oppositions. Objective This study aimed to uncover the emerging themes in Twitter users’ perceptions and attitudes toward vaccines during the early stages of the COVID-19 outbreak. Methods This study employed topic modeling to analyze tweets related to coronavirus vaccines at the start of the COVID-19 outbreak in the United States (February 21 to March 20, 2020). We created a predefined query (eg, “COVID” AND “vaccine”) to extract the tweet text and metadata (number of followers of the Twitter account and engagement metrics based on likes, comments, and retweeting) from the Meltwater database. After preprocessing the data, we tested Latent Dirichlet Allocation models to identify topics associated with these tweets. The model specifying 20 topics provided the best overall coherence, and each topic was interpreted based on its top associated terms. Results In total, we analyzed 100,209 tweets containing keywords related to coronavirus and vaccines. The 20 topics were further collapsed based on shared similarities, thereby generating 7 major themes. Our analysis characterized 26.3% (26,234/100,209) of the tweets as News Related to Coronavirus and Vaccine Development, 25.4% (25,425/100,209) as General Discussion and Seeking of Information on Coronavirus, 12.9% (12,882/100,209) as Financial Concerns, 12.7% (12,696/100,209) as Venting Negative Emotions, 9.9% (9908/100,209) as Prayers and Calls for Positivity, 8.1% (8155/100,209) as Efficacy of Vaccine and Treatment, and 4.9% (4909/100,209) as Conspiracies about Coronavirus and Its Vaccines. Different themes demonstrated some changes over time, mostly in close association with news or events related to vaccine developments. Twitter users who discussed conspiracy theories, the efficacy of vaccines and treatments, and financial concerns had more followers than those focused on other vaccine themes. The engagement level—the extent to which a tweet being retweeted, quoted, liked, or replied by other users—was similar among different themes, but tweets venting negative emotions yielded the lowest engagement. Conclusions This study enriches our understanding of public concerns over new vaccines or vaccine development at early stages of the outbreak, bearing implications for influencing vaccine attitudes and guiding public health efforts to cope with infectious disease outbreaks in the future. This study concluded that public concerns centered on general policy issues related to coronavirus vaccines and that the discussions were considerably mixed with political views when vaccines were not made available. Only a small proportion of tweets focused on conspiracy theories, but these tweets demonstrated high engagement levels and were often contributed by Twitter users with more influence.

scholarly journals A Roadmap for Fighting Election Interference

AJIL Unbound ◽  
2021 ◽  
Vol 115 ◽  
pp. 69-73
Author(s):  
Jens David Ohlin
Keyword(s):  
United States ◽  
Social Media ◽  
Electoral System ◽  
The United States ◽  
Executive Branch ◽  
Financial Resources ◽  
Democratic Institutions ◽  
Conspiracy Theories ◽  
Online Tools ◽  
2016 Election

If we have learned anything since the 2016 election, it is that foreign election interference is not just a strategic tool used by Russia. Many countries are now using social media disinformation as statecraft to attack democracies. With a relatively small investment of personnel and financial resources, a foreign power can use social media and other online tools to heighten divisions in the electorate, spread disinformation and conspiracy theories, and undermine confidence in the electoral system specifically and democratic institutions generally. The Biden administration should use the moral, political, and legal authorities of the Executive Branch to protect the United States from foreign election interference. In parallel, it should work cooperatively with allies to combat election interference using multilateral initiatives.

A survey of Instagram users with asthma to evaluate the acceptability of a planned clinical trial intervention (Preprint)

2020 ◽  
Author(s):  
Kerry Spitzer ◽  
Brent Heineman ◽  
Marcella Jewell ◽  
Michael Moran ◽  
Peter Lindenauer
Keyword(s):  
United States ◽  
Social Media ◽  
Health Care Providers ◽  
College Education ◽  
The United States ◽  
Survey Study ◽  
Care Providers ◽  
Healthy Behaviors ◽  
Social Media Platforms ◽  
Hispanic White

BACKGROUND Asthma is a chronic lung disease that affects nearly 25 million individuals in the United States. There is a need for more research into the potential for health care providers to leverage existing social media platforms to improve healthy behaviors and support individuals living with chronic health conditions. OBJECTIVE In this study, we assess the willingness of Instagram users with poorly controlled asthma to participate in a pilot study that uses Instagram as a means of providing social and informational support. In addition, we explore the potential for adapting photovoice and digital storytelling to social media. METHODS A survey study of Instagram users living with asthma in the United States, between the ages of 18 to 40. RESULTS Over 3 weeks of recruitment, 457 individuals completed the pre-survey screener; 347 were excluded. Of the 110 people who were eligible and agreed to participate in the study, 82 completed the study survey. Respondents mean age was 21(SD = 5.3). Respondents were 56% female (n=46), 65% (n=53) non-Hispanic white, and 72% (n=59) had at least some college education. The majority of respondents (n = 66, 81%) indicated that they would be willing to participate in the study. CONCLUSIONS Among young-adult Instagram users with asthma there is substantial interest in participating in a study that uses Instagram to connect participants with peers and a health coach in order to share information about self-management of asthma and build social connection.

Lawyers as Activists

2018 ◽  
Author(s):  
Michael C. Dorf ◽  
Michael S. Chu
Keyword(s):  
United States ◽  
Social Media ◽  
Social Change ◽  
Civil Rights ◽  
Rule Of Law ◽  
The United States ◽  
The Rule Of Law ◽  
Court Action ◽  
The Government ◽  
Trump Administration

Lawyers played a key role in challenging the Trump administration’s Travel Ban on entry into the United States of nationals from various majority-Muslim nations. Responding to calls from nongovernmental organizations (NGOs), which were amplified by social media, lawyers responded to the Travel Ban’s chaotic rollout by providing assistance to foreign travelers at airports. Their efforts led to initial court victories, which in turn led the government to soften the Ban somewhat in two superseding executive actions. The lawyers’ work also contributed to the broader resistance to the Trump administration by dramatizing its bigotry, callousness, cruelty, and lawlessness. The efficacy of the lawyers’ resistance to the Travel Ban shows that, contrary to strong claims about the limits of court action, litigation can promote social change. General lessons about lawyer activism in ordinary times are difficult to draw, however, because of the extraordinary threat Trump poses to civil rights and the rule of law.

scholarly journals Stand against anti-Asian racial discrimination during COVID-19: A call for action

2020 ◽  
pp. 002087282097061
Author(s):  
Qin Gao ◽  
Xiaofang Liu
Keyword(s):  
United States ◽  
Social Media ◽  
Racial Discrimination ◽  
Asian Americans ◽  
Well Being ◽  
Political Rhetoric ◽  
The United States ◽  
Psychological Well Being ◽  
Negative Impacts

Racial discrimination against people of Chinese and other Asian ethnicities has risen sharply in number and severity globally amid the COVID-19 pandemic. This rise has been especially rapid and severe in the United States, fueled by xenophobic political rhetoric and racist language on social media. It has endangered the lives of many Asian Americans and is likely to have long-term negative impacts on the economic, social, physical, and psychological well-being of Asian Americans. This essay reviews the prevalence and consequences of anti-Asian racial discrimination during COVID-19 and calls for actions in practice, policy, and research to stand against it.

scholarly journals Faster than warp speed: early attention to COVD-19 by anti-vaccine groups on Facebook

2021 ◽  
Author(s):  
Seth C Kalichman ◽  
Lisa A Eaton ◽  
Valerie A Earnshaw ◽  
Natalie Brousseau
Keyword(s):  
Social Media ◽  
Vaccine Development ◽  
Rapid Development ◽  
Development Program ◽  
Vaccine Safety ◽  
Vaccine Hesitancy ◽  
Conspiracy Theories ◽  
The Us ◽  
Us Government ◽  
Vaccine Information

Abstract Background The unprecedented rapid development of COVID-19 vaccines has faced SARS-CoV- (COVID-19) vaccine hesitancy, which is partially fueled by the misinformation and conspiracy theories propagated by anti-vaccine groups on social media. Research is needed to better understand the early COVID-19 anti-vaccine activities on social media. Methods This study chronicles the social media posts concerning COVID-19 and COVID-19 vaccines by leading anti-vaccine groups (Dr Tenpenny on Vaccines, the National Vaccine Information Center [NVIC] the Vaccination Information Network [VINE]) and Vaccine Machine in the early months of the COVID-19 pandemic (February–May 2020). Results Analysis of 2060 Facebook posts showed that anti-vaccine groups were discussing COVID-19 in the first week of February 2020 and were specifically discussing COVID-19 vaccines by mid-February 2020. COVID-19 posts by NVIC were more widely disseminated and showed greater influence than non-COVID-19 posts. Early COVID-19 posts concerned mistrust of vaccine safety and conspiracy theories. Conclusion Major anti-vaccine groups were sowing seeds of doubt on Facebook weeks before the US government launched its vaccine development program ‘Operation Warp Speed’. Early anti-vaccine misinformation campaigns outpaced public health messaging and hampered the rollout of COVID-19 vaccines.

“The Best Damn Representation of Islam:” Muslims, Gender, Social Media, and Islamophobia in the United States

CyberOrient ◽  
2018 ◽  
Vol 12 (1) ◽  
pp. 4-30
Author(s):  
Stine Eckert ◽  
Sydney O'Shay Wallace ◽  
Jade Metzger-Riftkin ◽  
Sean Kolhoff
Keyword(s):  
United States ◽  
Social Media ◽  
The United States

scholarly journals Military Coup in Burma Draws International Condemnation and Pressure

2021 ◽  
Vol 115 (3) ◽  
pp. 558-567
Keyword(s):  
United States ◽  
Social Media ◽  
International Organizations ◽  
The United States ◽  
Military Coup ◽  
State Of Emergency ◽  
Media Companies ◽  
One Year ◽  
Head Of Government ◽  
The Military

On February 1, 2021, the military in Burma overthrew the democratically elected government, declared a one-year state of emergency, and installed Senior General Min Aung Hlaing as the head of government. Since the coup, the military has cracked down on protestors, killing over 800 people and detaining many more. Numerous countries and international organizations, including the United States and the United Nations, have condemned the coup and ensuing violence and called for the restoration of a democratic government. The United States and other countries have also imposed rigorous sanctions on the Burmese military, its officials and affiliated corporations, and social media companies have imposed content restrictions to prevent the spread of pro-military propaganda.

scholarly journals Moving Away from Category Exclusivity Deals to Sponsorship Activation Platforms: The Case of the Ryder Cup

2021 ◽  
Vol 13 (3) ◽  
pp. 1151
Author(s):  
Yunchao Bai ◽  
Brian H. Yim ◽  
John Breedlove ◽  
James J. Zhang
Keyword(s):  
United States ◽  
Social Media ◽  
Financial Services ◽  
Case Analysis ◽  
The United States ◽  
Brand Awareness ◽  
Inquiry Process ◽  
Standard Life ◽  
The Uk ◽  
Collaborative Efforts

As a biennial event, the Ryder Cup is a men’s golf competition between teams from Europe and the United States. Ernst & Young (EY) and Standard Life Investments (SLI), who are in same business category (i.e., financial services), have served as official partners of the event in recent years. While the two firms are willing to move away from the traditional sponsorship practices of category exclusivity deals, both have been able to achieve significant success through their collaborative efforts in activating their sponsorships. This is a new, fascinating phenomenon in both sponsorship concept and practice. Through an exploratory inductive inquiry process, in this study we conduct a case analysis by examining the sponsorship activations of EY and SLI at the 2014 Ryder Cup event held in the UK. The findings demonstrate that social media plays an impactful role in the companies’ ability to engage target audiences. EY used the Ryder Cup captain as a brand ambassador, who embodied its sponsorship theme of leadership and teamwork. SLI focused on running advertising campaigns to build company image and increase brand awareness.

scholarly journals “Wars” on COVID-19 in Slovakia, Russia, and the United States: Securitized Framing and Reframing of Political and Media Communication Around the Pandemic

2020 ◽  
Vol 5 ◽  
Author(s):  
Marta N. Lukacovic
Keyword(s):  
United States ◽  
Social Media ◽  
Digital Media ◽  
Political Communication ◽  
Research Question ◽  
The United States ◽  
Frame Element ◽  
Political Factions ◽  
Russian Media ◽  
The Government

This study analyzes securitized discourses and counter narratives that surround the COVID-19 pandemic. Controversial cases of security related political communication, salient media enunciations, and social media reframing are explored through the theoretical lenses of securitization and cascading activation of framing in the contexts of Slovakia, Russia, and the United States. The first research question explores whether and how the frame element of moral evaluation factors into the conversations on the securitization of the pandemic. The analysis tracks the framing process through elite, media, and public levels of communication. The second research question focused on fairly controversial actors— “rogue actors” —such as individuals linked to far-leaning political factions or militias. The proliferation of digital media provides various actors with opportunities to join publicly visible conversations. The analysis demonstrates that the widely differing national contexts offer different trends and degrees in securitization of the pandemic during spring and summer of 2020. The studied rogue actors usually have something to say about the pandemic, and frequently make some reframing attempts based on idiosyncratic evaluations of how normatively appropriate is their government's “war” on COVID-19. In Slovakia, the rogue elite actors at first failed to have an impact but eventually managed to partially contest the dominant frame. Powerful Russian media influencers enjoy some conspiracy theories but prudently avoid direct challenges to the government's frame, and so far only marginal rogue actors openly advance dissenting frames. The polarized political and media environment in the US has shown to create a particularly fertile ground for rogue grassroots movements that utilize online platforms and social media, at times going as far as encouragement of violent acts to oppose the government and its pandemic response policy.

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