How the Italian Twitter Conversation on Vaccines Changed During the First Phase of the Pandemic: A Mixed-Method Analysis
- PMID: 35664110
- PMCID: PMC9157769
- DOI: 10.3389/fpubh.2022.824465
How the Italian Twitter Conversation on Vaccines Changed During the First Phase of the Pandemic: A Mixed-Method Analysis
Abstract
In the context of the European Joint Action on Vaccination, we analyzed, through quantitative and qualitative methods, a random sample of vaccine-related tweets published in Italy between November 2019 and June 2020, with the aim of understanding how the Twitter conversation on vaccines changed during the first phase of the pandemic, compared to the pre-pandemic months. Tweets were analyzed by a multidisciplinary team in terms of kind of vaccine, vaccine stance, tone of voice, population target, mentioned source of information. Multiple correspondence analysis was used to identify variables associated with vaccine stance. We analyzed 2,473 tweets. 58.2% mentioned the COVID-19 vaccine. Most had a discouraging stance (38.1%), followed by promotional (32.5%), neutral (22%) and ambiguous (2.5%). The discouraging stance was the most represented before the pandemic (69.6%). In February and March 2020, discouraging tweets decreased intensely and promotional and neutral tweets dominated the conversation. Between April and June 2020, promotional tweets remained more represented (36.5%), followed by discouraging (30%) and neutral (24.3%). The tweets' tone of voice was mainly polemical/complaining, both for promotional and for discouraging tweets. The multiple correspondence analysis identified a definite profile for discouraging and neutral tweets, compared to promotional and ambiguous tweets. In conclusion, the emergence of SARS-CoV-2 caused a deep change in the vaccination discourse on Twitter in Italy, with an increase of promotional and ambiguous tweets. Systematic monitoring of Twitter and other social media, ideally combined with traditional surveys, would enable us to better understand Italian vaccine hesitancy and plan tailored, data-based communication strategies.
Keywords: COVID-19; Twitter; communication; social media; vaccine hesitancy; vaccines.
Copyright © 2022 Gesualdo, Parisi, Croci, Comunello, Parente, Russo, Campagna, Lanfranchi, Rota, Filia, Tozzi and Rizzo.
Conflict of interest statement
AT received grants from MSD for invited lectures. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. The reviewer CN declared a past collaboration with the authors FG, MR, AT, and CR to the handling editor.
Figures




Similar articles
-
Exploring the vaccine conversation on TikTok in Italy: beyond classic vaccine stances.BMC Public Health. 2023 May 12;23(1):880. doi: 10.1186/s12889-023-15748-y. BMC Public Health. 2023. PMID: 37173677 Free PMC article.
-
Dynamics of the Negative Discourse Toward COVID-19 Vaccines: Topic Modeling Study and an Annotated Data Set of Twitter Posts.J Med Internet Res. 2023 Apr 12;25:e41319. doi: 10.2196/41319. J Med Internet Res. 2023. PMID: 36877804 Free PMC article.
-
Topics in Antivax and Provax Discourse: Yearlong Synoptic Study of COVID-19 Vaccine Tweets.J Med Internet Res. 2023 Aug 8;25:e45069. doi: 10.2196/45069. J Med Internet Res. 2023. PMID: 37552535 Free PMC article.
-
#COVID19 and #Breastcancer: A Qualitative Analysis of Tweets.Curr Oncol. 2022 Nov 8;29(11):8483-8500. doi: 10.3390/curroncol29110669. Curr Oncol. 2022. PMID: 36354729 Free PMC article. Review.
-
Instilling Confidence in the COVID-19 Vaccine.Nurs Clin North Am. 2023 Mar;58(1):77-85. doi: 10.1016/j.cnur.2022.11.001. Epub 2022 Nov 7. Nurs Clin North Am. 2023. PMID: 36731961 Free PMC article. Review.
Cited by
-
Stakeholders' Understanding of European Medicine Agency's COVID-19 Vaccine Information Materials in EU and Regional Contexts.Vaccines (Basel). 2023 Oct 19;11(10):1616. doi: 10.3390/vaccines11101616. Vaccines (Basel). 2023. PMID: 37897018 Free PMC article.
-
Descriptive analysis of TikTok content on vaccination in Arabic.AIMS Public Health. 2025 Jan 17;12(1):137-161. doi: 10.3934/publichealth.2025010. eCollection 2025. AIMS Public Health. 2025. PMID: 40248416 Free PMC article.
-
Ten Actions to Counteract Vaccine Hesitancy Suggested by the Italian Society of Hygiene, Preventive Medicine, and Public Health.Vaccines (Basel). 2022 Jun 27;10(7):1030. doi: 10.3390/vaccines10071030. Vaccines (Basel). 2022. PMID: 35891193 Free PMC article.
-
Exploring the vaccine conversation on TikTok in Italy: beyond classic vaccine stances.BMC Public Health. 2023 May 12;23(1):880. doi: 10.1186/s12889-023-15748-y. BMC Public Health. 2023. PMID: 37173677 Free PMC article.
-
The deployment of social media by political authorities and health experts to enhance public information during the COVID-19 pandemic.SSM Popul Health. 2022 Sep;19:101165. doi: 10.1016/j.ssmph.2022.101165. Epub 2022 Jul 8. SSM Popul Health. 2022. PMID: 35821744 Free PMC article.
References
-
- European Centre for Disease Prevention and Control . Systematic Scoping Review on Social Media Monitoring Methods and Interventions Relating to Vaccine Hesitancy. LU: Publications Office; (2019). Available online at: https://data.europa.eu/doi/10.2900/260624 (accessed October 27, 2021). - DOI
Publication types
MeSH terms
Substances
LinkOut - more resources
Full Text Sources
Medical
Miscellaneous