Literature DB >> 29911966

Sentiment, Contents, and Retweets: A Study of Two Vaccine-Related Twitter Datasets.

Elizabeth B Blankenship1, Mary Elizabeth Goff2, Jinging Yin3, Zion Tsz Ho Tse4, King-Wa Fu5, Hai Liang6, Nitin Saroha7, Isaac Chun-Hai Fung8.   

Abstract

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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Year:  2018        PMID: 29911966      PMCID: PMC6004971          DOI: 10.7812/TPP/17-138

Source DB:  PubMed          Journal:  Perm J        ISSN: 1552-5767


  14 in total

1.  Reasons parents exempt children from receiving immunizations.

Authors:  Karlen E Luthy; Renea L Beckstrand; Lynn C Callister; Spencer Cahoon
Journal:  J Sch Nurs       Date:  2011-11-10       Impact factor: 2.835

2.  Using social connection information to improve opinion mining: Identifying negative sentiment about HPV vaccines on Twitter.

Authors:  Xujuan Zhou; Enrico Coiera; Guy Tsafnat; Diana Arachi; Mei-Sing Ong; Adam G Dunn
Journal:  Stud Health Technol Inform       Date:  2015

3.  The spreading of misinformation online.

Authors:  Michela Del Vicario; Alessandro Bessi; Fabiana Zollo; Fabio Petroni; Antonio Scala; Guido Caldarelli; H Eugene Stanley; Walter Quattrociocchi
Journal:  Proc Natl Acad Sci U S A       Date:  2016-01-04       Impact factor: 11.205

4.  On pins and needles: how vaccines are portrayed on Pinterest.

Authors:  Jeanine P D Guidry; Kellie Carlyle; Marcus Messner; Yan Jin
Journal:  Vaccine       Date:  2015-08-28       Impact factor: 3.641

5.  Understanding Vaccine Refusal: Why We Need Social Media Now.

Authors:  Mark Dredze; David A Broniatowski; Michael C Smith; Karen M Hilyard
Journal:  Am J Prev Med       Date:  2015-12-02       Impact factor: 5.043

6.  Semantic network analysis of vaccine sentiment in online social media.

Authors:  Gloria J Kang; Sinclair R Ewing-Nelson; Lauren Mackey; James T Schlitt; Achla Marathe; Kaja M Abbas; Samarth Swarup
Journal:  Vaccine       Date:  2017-05-27       Impact factor: 3.641

7.  Anti-vaccine activists, Web 2.0, and the postmodern paradigm--an overview of tactics and tropes used online by the anti-vaccination movement.

Authors:  Anna Kata
Journal:  Vaccine       Date:  2011-12-13       Impact factor: 3.641

8.  Chinese Social Media Reaction to Information about 42 Notifiable Infectious Diseases.

Authors:  Isaac Chun-Hai Fung; Yi Hao; Jingxian Cai; Yuchen Ying; Braydon James Schaible; Cynthia Mengxi Yu; Zion Tsz Ho Tse; King-Wa Fu
Journal:  PLoS One       Date:  2015-05-06       Impact factor: 3.240

9.  Applying Multiple Data Collection Tools to Quantify Human Papillomavirus Vaccine Communication on Twitter.

Authors:  Philip M Massey; Amy Leader; Elad Yom-Tov; Alexandra Budenz; Kara Fisher; Ann C Klassen
Journal:  J Med Internet Res       Date:  2016-12-05       Impact factor: 5.428

10.  Tracking the global spread of vaccine sentiments: the global response to Japan's suspension of its HPV vaccine recommendation.

Authors:  Heidi J Larson; Rose Wilson; Sharon Hanley; Astrid Parys; Pauline Paterson
Journal:  Hum Vaccin Immunother       Date:  2014-11-13       Impact factor: 3.452

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  26 in total

Review 1.  Social media and vaccine hesitancy: new updates for the era of COVID-19 and globalized infectious diseases.

Authors:  Neha Puri; Eric A Coomes; Hourmazd Haghbayan; Keith Gunaratne
Journal:  Hum Vaccin Immunother       Date:  2020-07-21       Impact factor: 3.452

2.  Exploring the relationship between newspaper coverage of vaccines and childhood vaccination rates in Spain.

Authors:  Daniel Catalan-Matamoros; Carmen Peñafiel-Saiz
Journal:  Hum Vaccin Immunother       Date:  2020-02-04       Impact factor: 3.452

3.  Addressing the Challenges of Vaccine Hesitancy Broadly and Related to COVID-19 Vaccines.

Authors:  Marie T Brown; Constance A Benson
Journal:  Top Antivir Med       Date:  2022 Dec-Jan

4.  Social media and attitudes towards a COVID-19 vaccination: A systematic review of the literature.

Authors:  Fidelia Cascini; Ana Pantovic; Yazan A Al-Ajlouni; Giovanna Failla; Valeria Puleo; Andriy Melnyk; Alberto Lontano; Walter Ricciardi
Journal:  EClinicalMedicine       Date:  2022-05-20

Review 5.  Mis-Dis Information in COVID-19 Health Crisis: A Narrative Review.

Authors:  Vicente Javier Clemente-Suárez; Eduardo Navarro-Jiménez; Juan Antonio Simón-Sanjurjo; Ana Isabel Beltran-Velasco; Carmen Cecilia Laborde-Cárdenas; Juan Camilo Benitez-Agudelo; Álvaro Bustamante-Sánchez; José Francisco Tornero-Aguilera
Journal:  Int J Environ Res Public Health       Date:  2022-04-27       Impact factor: 4.614

6.  Understanding the messages and motivation of vaccine hesitant or refusing social media influencers.

Authors:  Amy E Leader; Amelia Burke-Garcia; Philip M Massey; Jill B Roark
Journal:  Vaccine       Date:  2020-12-03       Impact factor: 3.641

7.  Analysis of the Anti-Vaccine Movement in Social Networks: A Systematic Review.

Authors:  Elvira Ortiz-Sánchez; Almudena Velando-Soriano; Laura Pradas-Hernández; Keyla Vargas-Román; Jose L Gómez-Urquiza; Guillermo A Cañadas-De la Fuente; Luis Albendín-García
Journal:  Int J Environ Res Public Health       Date:  2020-07-27       Impact factor: 3.390

8.  Vaccine Hesitancy on Social Media: Sentiment Analysis from June 2011 to April 2019.

Authors:  Hilary Piedrahita-Valdés; Diego Piedrahita-Castillo; Javier Bermejo-Higuera; Patricia Guillem-Saiz; Juan Ramón Bermejo-Higuera; Javier Guillem-Saiz; Juan Antonio Sicilia-Montalvo; Francisco Machío-Regidor
Journal:  Vaccines (Basel)       Date:  2021-01-07

9.  What Arguments against COVID-19 Vaccines Run on Facebook in Poland: Content Analysis of Comments.

Authors:  Dominik Wawrzuta; Mariusz Jaworski; Joanna Gotlib; Mariusz Panczyk
Journal:  Vaccines (Basel)       Date:  2021-05-10

10.  Tweeting the #flushot: Beliefs, Barriers, and Threats During Different Periods of the 2018 to 2019 Flu Season.

Authors:  Jeanine P D Guidry; Lucinda L Austin; Nicole H O'Donnell; Ioana A Coman; Alessandro Lovari; Marcus Messner
Journal:  J Prim Care Community Health       Date:  2020 Jan-Dec
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