Articles producció científica> Enginyeria Informàtica i Matemàtiques

Homophily impacts the success of vaccine roll-outs

  • Dades identificatives

    Identificador: imarina:9258966
    Autors:
    Burgio, GiulioSteinegger, BenjaminArenas, Alex
    Resum:
    Physical contacts do not occur randomly, rather, individuals with similar socio-demographic and behavioral characteristics are more likely to interact among them, a phenomenon known as homophily. Concurrently, the same characteristics correlate with the adoption of prophylactic tools. As a result, the latter do not unfold homogeneously in a population, affecting their ability to control the spread of infectious diseases. Focusing on the case of vaccines, we reveal that, provided an imperfect vaccine efficacy, three different dynamical regimes exist as a function of the mixing rate between vaccinated and not vaccinated individuals. Specifically, depending on the epidemic pressure, vaccine coverage and efficacy, we find the final attack rate to decrease, increase or vary non monotonously with respect to the mixing rate. We corroborate the phenomenology through Monte Carlo simulations on a temporal real-world contact network. Besides vaccines, our findings hold for any prophylactic tool that reduces but not suppress the probability of transmission, indicating a universal mechanism in spreading dynamics.
  • Altres:

    Autor segons l'article: Burgio, Giulio; Steinegger, Benjamin; Arenas, Alex
    Departament: Enginyeria Informàtica i Matemàtiques
    Autor/s de la URV: Arenas Moreno, Alejandro / Burgio, Giulio / Steinegger, Benjamin Franz Josef
    Codi de projecte: Grant agreement No. 713679 and No. 945413
    Paraules clau: Exemptions measles hesitancy
    Resum: Physical contacts do not occur randomly, rather, individuals with similar socio-demographic and behavioral characteristics are more likely to interact among them, a phenomenon known as homophily. Concurrently, the same characteristics correlate with the adoption of prophylactic tools. As a result, the latter do not unfold homogeneously in a population, affecting their ability to control the spread of infectious diseases. Focusing on the case of vaccines, we reveal that, provided an imperfect vaccine efficacy, three different dynamical regimes exist as a function of the mixing rate between vaccinated and not vaccinated individuals. Specifically, depending on the epidemic pressure, vaccine coverage and efficacy, we find the final attack rate to decrease, increase or vary non monotonously with respect to the mixing rate. We corroborate the phenomenology through Monte Carlo simulations on a temporal real-world contact network. Besides vaccines, our findings hold for any prophylactic tool that reduces but not suppress the probability of transmission, indicating a universal mechanism in spreading dynamics.
    Àrees temàtiques: Physics, multidisciplinary Physics and astronomy (miscellaneous) Physics and astronomy (all) General physics and astronomy Ciencias sociales
    Accès a la llicència d'ús: https://creativecommons.org/licenses/by/3.0/es/
    Adreça de correu electrònic de l'autor: benjamin.steinegger@estudiants.urv.cat alexandre.arenas@urv.cat
    Identificador de l'autor: 0000-0002-0723-1536 0000-0003-0937-0334
    Data d'alta del registre: 2024-09-28
    Versió de l'article dipositat: info:eu-repo/semantics/publishedVersion
    Programa de finançament: Marie Skłodowska-Curie Actions - European Union's Horizon 2020 research and innovation programme
    URL Document de llicència: https://repositori.urv.cat/ca/proteccio-de-dades/
    Referència a l'article segons font original: Communications Physics. 5 (1): 70-
    Referència de l'ítem segons les normes APA: Burgio, Giulio; Steinegger, Benjamin; Arenas, Alex (2022). Homophily impacts the success of vaccine roll-outs. Communications Physics, 5(1), 70-. DOI: 10.1038/s42005-022-00849-8
    Acrònim: MFP; MFP Plus
    Entitat: Universitat Rovira i Virgili
    Any de publicació de la revista: 2022
    Acció del programa de finançament: Martí i Franquès COFUND Doctoral Programme
    Tipus de publicació: Journal Publications
  • Paraules clau:

    Physics and Astronomy (Miscellaneous),Physics, Multidisciplinary
    Exemptions
    measles
    hesitancy
    Physics, multidisciplinary
    Physics and astronomy (miscellaneous)
    Physics and astronomy (all)
    General physics and astronomy
    Ciencias sociales
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