Minimizing epidemic spread through mitigation of anti-vaccine opinion propagation
Minimizing epidemic spread through mitigation of anti-vaccine opinion propagation
In this study we investigate the impact of vaccination attitudes,
as a social contagion, on disease dynamics. Vaccine-related negative information poses a significant concern since it is a major motivator of vaccination hesitancy. This information may cause social contagion of anti-vaccination opinions, resulting in clusters of unprotected people and potentially larger epidemic outbreaks. Therefore, this research aims to minimize the spread of an epidemic by mitigating anti-vaccine social contagion with an effective countercampaign that promotes vaccination. In a coupled-dynamic model describing processes of opinion diffusion and disease spreading, we propose a number of techniques to mitigate the propagation of anti-vaccine opinions and prevent the expansion of anti-vaccine communities. We observed that the existence of pro-vaccine sentiments has a varying impact on the incidence of epidemics. Additionally, our research demonstrates that targeted positive campaigns can effectively reduce epidemics compared to a random approach.
epidemic dynamics, opinion diffusion, complex networks, anti-vaccine sentiments
1-4
Alahmadi, Sarah Hamed
1553acb6-3d5e-4c5b-bb3e-551927419348
Hoyle, Rebecca
e980d6a8-b750-491b-be13-84d695f8b8a1
Brede, Markus
bbd03865-8e0b-4372-b9d7-cd549631f3f7
Alahmadi, Sarah Hamed
1553acb6-3d5e-4c5b-bb3e-551927419348
Hoyle, Rebecca
e980d6a8-b750-491b-be13-84d695f8b8a1
Brede, Markus
bbd03865-8e0b-4372-b9d7-cd549631f3f7
Alahmadi, Sarah Hamed, Hoyle, Rebecca and Brede, Markus
(2023)
Minimizing epidemic spread through mitigation of anti-vaccine opinion propagation.
French Regional Conference on Complex Systems<br/>FRCCS 2023, Le Havre, France, Le Havre, France.
31 May - 02 Jun 2023.
.
(In Press)
Record type:
Conference or Workshop Item
(Paper)
Abstract
In this study we investigate the impact of vaccination attitudes,
as a social contagion, on disease dynamics. Vaccine-related negative information poses a significant concern since it is a major motivator of vaccination hesitancy. This information may cause social contagion of anti-vaccination opinions, resulting in clusters of unprotected people and potentially larger epidemic outbreaks. Therefore, this research aims to minimize the spread of an epidemic by mitigating anti-vaccine social contagion with an effective countercampaign that promotes vaccination. In a coupled-dynamic model describing processes of opinion diffusion and disease spreading, we propose a number of techniques to mitigate the propagation of anti-vaccine opinions and prevent the expansion of anti-vaccine communities. We observed that the existence of pro-vaccine sentiments has a varying impact on the incidence of epidemics. Additionally, our research demonstrates that targeted positive campaigns can effectively reduce epidemics compared to a random approach.
Text
Minimizing epidemic spread through mitigation of anti-vaccine opinion propagation
- Accepted Manuscript
Restricted to Repository staff only
Request a copy
More information
Accepted/In Press date: 21 March 2023
Venue - Dates:
French Regional Conference on Complex Systems<br/>FRCCS 2023, Le Havre, France, Le Havre, France, 2023-05-31 - 2023-06-02
Keywords:
epidemic dynamics, opinion diffusion, complex networks, anti-vaccine sentiments
Identifiers
Local EPrints ID: 476547
URI: http://eprints.soton.ac.uk/id/eprint/476547
PURE UUID: f0394d27-2ccb-498d-99f6-642051eda6ac
Catalogue record
Date deposited: 05 May 2023 16:41
Last modified: 17 Mar 2024 03:21
Export record
Contributors
Author:
Sarah Hamed Alahmadi
Author:
Markus Brede
Download statistics
Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.
View more statistics