This paper investigates the impact of the COVID-19 out-break on the Italian Twitter vaccination debate through a network-based analysis. By collecting over 9 million Italian-language tweets from January 2019 to May 2022, we constructed monthly retweet networks to study the evolution of user interactions and polarization. Our results show a dramatic increase in activity and network centralization after the pandemic onset, with the debate becoming more polarized and dominated by a few influential hubs. We identified and characterized core ProVax and NoVax communities, highlighting their differences in engagement, visibility, and influence. The publicly released TwitterVax dataset supports further research on vaccine-related discourse in social media.
Lachi, V., Dimitri, G.M., Di Stefano, A., Liò, P., Bianchini, M., Mocenni, C. (2027). Impact of the COVID-19 Outbreak on the Italian Twitter Vaccination Debate: A Network-Based Analysis. In Artificial Life and Evolutionary Computation - Proceedings of WIVACE 2025 (pp.171-185). Cham : Springer Nature [10.1007/978-3-032-33185-4_13].
Impact of the COVID-19 Outbreak on the Italian Twitter Vaccination Debate: A Network-Based Analysis
Bianchini, Monica;Mocenni, Chiara
2027-01-01
Abstract
This paper investigates the impact of the COVID-19 out-break on the Italian Twitter vaccination debate through a network-based analysis. By collecting over 9 million Italian-language tweets from January 2019 to May 2022, we constructed monthly retweet networks to study the evolution of user interactions and polarization. Our results show a dramatic increase in activity and network centralization after the pandemic onset, with the debate becoming more polarized and dominated by a few influential hubs. We identified and characterized core ProVax and NoVax communities, highlighting their differences in engagement, visibility, and influence. The publicly released TwitterVax dataset supports further research on vaccine-related discourse in social media.| File | Dimensione | Formato | |
|---|---|---|---|
|
WIVACELachi.pdf
non disponiibile
Tipologia:
PDF editoriale
Licenza:
NON PUBBLICO - Accesso privato/ristretto
Dimensione
2.9 MB
Formato
Adobe PDF
|
2.9 MB | Adobe PDF | Visualizza/Apri Richiedi una copia |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
https://hdl.handle.net/11365/1324636
