4.6 Article

A multiscale network-based model of contagion dynamics: Heterogeneity, spatial distancing and vaccination

期刊

出版社

WORLD SCIENTIFIC PUBL CO PTE LTD
DOI: 10.1142/S0218202521500524

关键词

Pandemic; COVID-19; epidemiological models; kinetic theory; active particles; spatial patterns; networks; vaccination; health policies

资金

  1. European Union Horizon 2020 Research and Innovation program [822781 - GROW-INPRO]
  2. Basque Government through the Mathematical Modeling Applied to Health Project, BERC 2018-2021 program
  3. Spanish Ministry of Sciences, Innovation and Universities: BCAM Severo Ochoa [SEV-2017-0718]
  4. European Union's Horizon 2020 research and innovation program under the Marie Sklodowska-Curie Grant [792494]
  5. Consejo Nacional de Investigaciones Cientificas y Tecnicas Project [PIP 11220150100500 CO]

向作者/读者索取更多资源

This paper presents a model to evaluate alternative lockdown policies and vaccination strategies in combating the COVID-19 pandemic. The study finds that social distancing targeting reduction of contacts among the most vulnerable nodes is more effective. Vaccination policies targeting the most vulnerable individuals can effectively reduce severe cases and deaths.
Lockdown and vaccination policies have been the major concern in the last year in order to contain the SARS-CoV-2 infection during the COVID-19 pandemic. In this paper, we present a model able to evaluate alternative lockdown policies and vaccination strategies. Our approach integrates and refines the multiscale model proposed by Bellomo et al., 2020, analyzing alternative network structures and bridging two perspectives to study complexity of living systems. Inside different matrices of contacts we explore the impact of closures of distinct nodes upon the overall contagion dynamics. Social distancing is shown to be more effective when targeting the reduction of contacts among and inside the most vulnerable nodes, namely hospitals/nursing homes. Moreover, our results suggest that school closures alone would not significantly affect the infection dynamics and the number of deaths in the population. Finally, we investigate a scenario with immunization in order to understand the effectiveness of targeted vaccination policies towards the most vulnerable individuals. Our model agrees with the current proposed vaccination strategy prioritizing the most vulnerable segment of the population to reduce severe cases and deaths.

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