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Updated: Feb 8, 2026

Expression and Purification of Virus-like Particles for Vaccination
Published on: June 2, 2016
Sentiment, Contents, and Retweets: A Study of Two Vaccine-Related Twitter Datasets
Elizabeth B Blankenship1, Mary Elizabeth Goff2, Jinging Yin3
1Graduate Student in Epidemiology and Environmental Health Sciences at the Jiann-Ping Hsu College of Public Health at Georgia Southern University in Statesboro. eb03763@georgiasouthern.edu.
Introduction:
Social media platforms are important channels through which health education about the utility and safety of vaccination is conducted.
Objective:
To investigate if tweets with different sentiments toward vaccination and different contents attract different levels of Twitter users' engagement (retweets).
Methods:
A stratified random sample (N = 1425) of 142,891 #vaccine tweets (February 4, 2010, to November 10, 2016) was manually coded. All 201 tweets with 100 or more retweets from 194,259 #vaccineswork tweets (January 1, 2014, to April 30, 2015) were manually coded. Regression models were applied to identify factors associated with retweet frequency.
Results:
Among #vaccine tweets, provaccine tweets (adjusted prevalence ratio = 1.5836, 95% confidence interval = 1.2130-2.0713, p < 0.001) and antivaccine tweets (adjusted prevalence ratio = 4.1280, 95% confidence interval = 3.1183-5.4901, p < 0.001) had more retweets than neutral tweets. No significant differences occurred in retweet frequency for content categories among antivaccine tweets. Among 411 links in provaccine tweets, Twitter (53; 12.9%), content curator Trap.it (14; 3.4%), and the Centers for Disease Control and Prevention (8; 1.9%) ranked as the top 3 domains. Among 325 links in antivaccine tweets, social media links were common: Twitter (44; 14.9%), YouTube (25; 8.4%), and Facebook (10; 3.4%). Among highly retweeted #vaccineswork tweets, the most common theme was childhood vaccinations (40%; 81/201); 21% mentioned global vaccination improvement/efforts (42/201); 29% mentioned vaccines can prevent outbreaks and deaths (58/201).
Conclusion:
Engaging social media key opinion leaders to facilitate health education about vaccination in their tweets may allow reaching a wider audience online.
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