Skip to main content
Elsevier - PMC COVID-19 Collection logoLink to Elsevier - PMC COVID-19 Collection
. 2022 Jan 26;198:682–687. doi: 10.1016/j.procs.2021.12.306

Multifaceted Nature of Social Media Content Propagating COVID-19 Vaccine Hesitancy: Ukrainian Case

Olena Zakharchenko a, Roksolana Avramenko a, Artem Zakharchenko a,b, Anastasiya Korobchuk a, Solomiia Fedushko c, Yuriy Syerov c, Olha Trach c
PMCID: PMC8790959  PMID: 35103089

Abstract

COVID-19 became an issue affecting different parts of our life. Different communication campaigns use vaccination as an information peg, argument in discussions, and so on. As a result, they have an impact on people’s attitudes to immunization. We applied the message analysis to the dataset of social media posts from Ukraine to detect the messages used in the communication regarding the vaccine and reveal communication campaigns propagating these messages. We found five campaigns launched by different actors and shaping the attitude to COVID-19 immunization expressed in the people’s posts. The incoherence of the information about immunization and authorities’ inconsistency in the communications about vaccines may lead to vaccine hesitancy and undermine confidence in the sources of the official information about COVID-19. Vaccine hesitancy has multifaceted nature and cannot be reduced just to politicians’ conspiracy theories or far-right propaganda.

Keywords: COVID-19 Immunization, Information Campaigns, Message Analysis, Social Media, Propaganda

References

  • 1.Nyhan B., Reifler J. When corrections fail: The persistence of political misperceptions. Polit Behav. 2010;32:303–320. [Google Scholar]
  • 2.Ades A.S. The effective of health communication about the awareness of COVID-19 through social media. Soc Med. 2020;13:118–126. [Google Scholar]
  • 3.Bae S., (Christine) Sung E., Kwon O. Accounting for social media effects to improve the accuracy of infection models: combatting the COVID-19 pandemic and infodemic. Eur J Inf Syst. 2021;30:342–355. doi: 10.1080/0960085X.2021.1890530. [DOI] [Google Scholar]
  • 4.Infodemic. World Heal Organ 2020. https://www.who.int/health-topics/infodemic#tab=tab_1 (accessed June 10, 2021).
  • 5.Freiling I., Krause N., Scheufele D., Brossard D. Believing and sharing misinformation, fact-checks, and accurate information on social media: The role of anxiety during COVID-19. New Media Soc. 2021 doi: 10.1177/14614448211011451. 146144482110114 . [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 6.Calvo E., Ventura T. Will I Get COVID-19? Partisanship, Social Media Frames, and Perceptions of Health Risk in Brazil. Lat Am Polit Soc. 2021;63:1–26. doi: 10.1017/lap.2020.30. [DOI] [Google Scholar]
  • 7.Al-Sa’egh N. Role of COVID-19-related Social Media Videos and Messages in English in Triggering Panic Among People in Saudi Arabia: A study in Pragmatics. TESOL Int J. 2020;15:41–57. [Google Scholar]
  • 8.Bode L. Vraga The Swiss cheese model for mitigating online misinformation. Bull At Sci. 2021;77:129–133. doi: 10.1080/00963402.2021.1912170. [DOI] [Google Scholar]
  • 9.Li L., et al. Characterizing the Propagation of Situational Information in Social Media During COVID-19 Epidemic: A Case Study on Weibo. IEEE Trans Comput Soc Syst. 2020;7:556–562. doi: 10.1109/TCSS.2020.2980007. [DOI] [Google Scholar]
  • 10.Bezuidenhout N. Capitalising on social media marketing to raise confidence in covid-19 public health information and vaccines. Med Writ. 2021;30:12–15. [Google Scholar]
  • 11.Bonnevie E., et al. Quantifying the rise of vaccine opposition on Twitter during the COVID-19 pandemic. J Commun Healthc. 2021;14:12–19. doi: 10.1080/17538068.2020.1858222. [DOI] [Google Scholar]
  • 12.Chadwick A., et al. Online Social Endorsement and Covid-19 Vaccine Hesitancy in the United Kingdom. Soc Media + Soc. 2021;7 doi: 10.1177/20563051211008817. 205630512110088 . [DOI] [Google Scholar]
  • 13.Khubchandani J., et al. COVID-19 Vaccination Hesitancy in the United States: A Rapid National Assessment. J Community Health. 2021;46:270–277. doi: 10.1007/s10900-020-00958-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.R. Reinhart (2021) More Americans Now Willing to Get COVID-19 Vaccine 2020. https://news.gallup.com/poll/325208/americans-willing-covid-vaccine.aspx (accessed June 8, 2021).
  • 15.Thelwall M., Kousha K., Thelwall S. Covid-19 vaccine hesitancy on English-language Twitter. El Prof La Inf. 2021 doi: 10.3145/epi.2021.mar.12. [DOI] [Google Scholar]
  • 16.Valente T., Kwan P. Evaluating Communication Campaigns. SAGE Publications, Inc.; Campaign., London: 2013. pp. 82–97. Public Commun, [DOI] [Google Scholar]
  • 17.Plessis D. Functions and issues of public relations. Introd. to Public Relations Advert.; Cape Town: 2000. pp. 39–78. [Google Scholar]
  • 18.Napoli P. Measuring media impact: an overview of the field. Hampton Press; Newark: 2014. [Google Scholar]
  • 19.Knight foundation. IMPACT: A Practical Guide to Evaluating Community Information Projects. 2011.
  • 20.Diesner J., et al. Computational Impact Assessment of Social Justice Documentaries. J Electron Publ. 2000:17. doi: 10.3998/3336451.0017.306. [DOI] [Google Scholar]
  • 21.AMEC | International Association for the Measurement and Evaluation of Communication. Barcelona Principles 3.0 2020. https://amecorg.com/2020/07/barcelona-principles-3-0/ (accessed March 22, 2021).
  • 22.Zakharchenko A. Principles of Information Campaigns’ Quantitative Analysis. Inf Soc. 2017:19–30. [Google Scholar]
  • 23.Zakharchenko A., et al. When Fact-Checking and ‘BBC Standards’ Are Helpless: ‘Fake Newsworthy Event’ Manipulation and the Reaction of the ‘High-Quality Media’ on It. Sustainability. 2021;13(2):573. doi: 10.3390/su13020573. [DOI] [Google Scholar]
  • 24.2019 USAID-Internews annual media consumption report. USAID 2019. https://drive.google.com/file/d/1cRPOx_T5g4OWpG9BeYxPZu4k6x7cIv71/view (accessed May 11, 2020).
  • 25.Bohdanova T. Unexpected revolution: the role of social media in Ukraine’s Euromaidan uprising. Eur View. 2014;13:347. doi: 10.1007/s12290-014-0314-6. [DOI] [Google Scholar]
  • 26.Jost J., et al. How Social Media Facilitates Political Protest: Information, Motivation, and Social Networks. Polit Psychol. 2018;39:85–118. doi: 10.1111/pops.12478. [DOI] [Google Scholar]
  • 27.Surzhko-Harned L., Zahuranec A. Framing the revolution: the role of social media in Ukraine’s Euromaidan movement. Natl Pap. 2017;45:758–779. doi: 10.1080/00905992.2017.1289162. [DOI] [Google Scholar]
  • 28.Sienkiewicz M. Open source warfare: the role of user-generated content in the Ukrainian Conflict media strategy. Media Ukr. Cris. Hybrid Media Pract. Narrat. Confl. 2016:19–70. [Google Scholar]
  • 29.G. Bolin, P. Jordan, P. Ståhlberg (2016) From Nation Branding to Information Warfare: Management of Information in the Ukraine-Russia Conflict. Media Ukr. Cris. Hybrid Media Pract. Narrat. Confl., Peter Lang; 3–18.
  • 30.A. Zakharchenko (2020) Interactive potential of news narratives in communities formed around news media. Web Based Communities Soc. Media 2020, Zagreb, 247–50.
  • 31.Alarming diagnosis: communication crisis in Ukrainian social networks during quarantine. Cent Content Anal 2020. https://ukrcontent.com/en/reports/trivozhnij-diagnoz-komunikacijna-kriza-v-ukrainskih-socmerezhah-pid-chas-karantinu.html (accessed June 11, 2021).
  • 32.Poll-Over half of Ukrainians do not trust official COVID-19 statistics — UNIAN. Unian 2020. https://www.unian.info/society/poll-over-half-of-ukrainians-do-not-trust-official-covid-19-statistics-11074148.html (accessed June 11, 2021).
  • 33.COVID-19 immunisation in social media: unconvincing Ministry of Health against Medvedchuk and anti-vaccination campaign. Cent Content Anal 2021. https://ukrcontent.com/en/reports/vakcinaciya-vid-covid-19.-chogo-hochut-ukraini-j-u-chomu-perekonuyut-inshih-doslidzhennya-socmerezh.html (accessed June 11, 2021).
  • 34.Holt E. Countries split from EU on COVID-19 vaccines. Lancet. 2021;397:958. doi: 10.1016/S0140-6736(21)00620-6. [DOI] [PMC free article] [PubMed] [Google Scholar]

Articles from Procedia Computer Science are provided here courtesy of Elsevier

RESOURCES