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Optimal vaccine roll-out strategies including social distancing for pandemics

Non-pharmacological interventions (NPIs), principally social distancing, in combination with effective vaccines, aspire to develop a protective immunity shield against pandemics and particularly against the COVID-19 pandemic. In this study, an agent-based network model with small-world topology is e...

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Autores principales: Spiliotis, Konstantinos, Koutsoumaris, Constantinos Chr., Reppas, Andreas I., Papaxenopoulou, Lito A., Starke, Jens, Hatzikirou, Haralampos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9197569/
https://www.ncbi.nlm.nih.gov/pubmed/35720194
http://dx.doi.org/10.1016/j.isci.2022.104575
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author Spiliotis, Konstantinos
Koutsoumaris, Constantinos Chr.
Reppas, Andreas I.
Papaxenopoulou, Lito A.
Starke, Jens
Hatzikirou, Haralampos
author_facet Spiliotis, Konstantinos
Koutsoumaris, Constantinos Chr.
Reppas, Andreas I.
Papaxenopoulou, Lito A.
Starke, Jens
Hatzikirou, Haralampos
author_sort Spiliotis, Konstantinos
collection PubMed
description Non-pharmacological interventions (NPIs), principally social distancing, in combination with effective vaccines, aspire to develop a protective immunity shield against pandemics and particularly against the COVID-19 pandemic. In this study, an agent-based network model with small-world topology is employed to find optimal policies against pandemics, including social distancing and vaccination strategies. The agents’ states are characterized by a variation of the SEIR model (susceptible, exposed, infected, recovered). To explore optimal policies, an equation-free method is proposed to solve the inverse problem of calibrating an agent’s infection rate with respect to the vaccination efficacy. The results show that prioritizing the first vaccine dose in combination with mild social restrictions, is sufficient to control the pandemic, with respect to the number of deaths. Moreover, for the same mild number of social contacts, we find an optimal vaccination ratio of 0.85 between older people of ages [Formula: see text] compared to younger ones.
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spelling pubmed-91975692022-06-15 Optimal vaccine roll-out strategies including social distancing for pandemics Spiliotis, Konstantinos Koutsoumaris, Constantinos Chr. Reppas, Andreas I. Papaxenopoulou, Lito A. Starke, Jens Hatzikirou, Haralampos iScience Article Non-pharmacological interventions (NPIs), principally social distancing, in combination with effective vaccines, aspire to develop a protective immunity shield against pandemics and particularly against the COVID-19 pandemic. In this study, an agent-based network model with small-world topology is employed to find optimal policies against pandemics, including social distancing and vaccination strategies. The agents’ states are characterized by a variation of the SEIR model (susceptible, exposed, infected, recovered). To explore optimal policies, an equation-free method is proposed to solve the inverse problem of calibrating an agent’s infection rate with respect to the vaccination efficacy. The results show that prioritizing the first vaccine dose in combination with mild social restrictions, is sufficient to control the pandemic, with respect to the number of deaths. Moreover, for the same mild number of social contacts, we find an optimal vaccination ratio of 0.85 between older people of ages [Formula: see text] compared to younger ones. Elsevier 2022-06-15 /pmc/articles/PMC9197569/ /pubmed/35720194 http://dx.doi.org/10.1016/j.isci.2022.104575 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Spiliotis, Konstantinos
Koutsoumaris, Constantinos Chr.
Reppas, Andreas I.
Papaxenopoulou, Lito A.
Starke, Jens
Hatzikirou, Haralampos
Optimal vaccine roll-out strategies including social distancing for pandemics
title Optimal vaccine roll-out strategies including social distancing for pandemics
title_full Optimal vaccine roll-out strategies including social distancing for pandemics
title_fullStr Optimal vaccine roll-out strategies including social distancing for pandemics
title_full_unstemmed Optimal vaccine roll-out strategies including social distancing for pandemics
title_short Optimal vaccine roll-out strategies including social distancing for pandemics
title_sort optimal vaccine roll-out strategies including social distancing for pandemics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9197569/
https://www.ncbi.nlm.nih.gov/pubmed/35720194
http://dx.doi.org/10.1016/j.isci.2022.104575
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