TY - JOUR
T1 - Sentiment, Contents, and Retweets
T2 - A Study of Two Vaccine-Related Twitter Datasets
AU - Blankenship, Elizabeth B.
AU - Goff, Mary Elizabeth
AU - Yin, Jinging
AU - Tse, Zion Tsz Ho
AU - Fu, King Wa
AU - Liang, Hai
AU - Saroha, Nitin
AU - Fung, Isaac Chun Hai
PY - 2018/6/11
Y1 - 2018/6/11
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85059498918&partnerID=8YFLogxK
U2 - 10.7812/TPP/17-138
DO - 10.7812/TPP/17-138
M3 - Article
SN - 1552-5767
VL - 22
JO - The Permanente journal
JF - The Permanente journal
ER -