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A Strategy Formulation Framework for Efficient Screening during the Early Stage of a Pandemic

For viruses that can be transmitted by contacts of people, efficiently screening infected individuals is beneficial for controlling outbreaks rapidly and avoiding widespread diffusion, especially during the early stage of a pandemic. The process of virus transmission can be described as virus diffus...

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Detalles Bibliográficos
Autores principales: Wang, Shuangyan, Zhang, Yuan, Zhang, Qiang, Lu, Qibin, Liu, Chengcheng, Yi, Fangxin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9960745/
https://www.ncbi.nlm.nih.gov/pubmed/36828494
http://dx.doi.org/10.3390/tropicalmed8020078
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author Wang, Shuangyan
Zhang, Yuan
Zhang, Qiang
Lu, Qibin
Liu, Chengcheng
Yi, Fangxin
author_facet Wang, Shuangyan
Zhang, Yuan
Zhang, Qiang
Lu, Qibin
Liu, Chengcheng
Yi, Fangxin
author_sort Wang, Shuangyan
collection PubMed
description For viruses that can be transmitted by contacts of people, efficiently screening infected individuals is beneficial for controlling outbreaks rapidly and avoiding widespread diffusion, especially during the early stage of a pandemic. The process of virus transmission can be described as virus diffusion in complex networks such as trajectory networks. We propose a strategy formulation framework (SFF) for generating various screening strategies to identify influential nodes in networks. We propose two types of metrics to measure the nodes’ influence and three types of screening modes. Then, we can obtain six combinations, i.e., six strategies. To verify the efficiencies of the strategies, we build a scenario model based on the multi-agent modelling. In this model, people can move according to their self-decisions, and a virtual trajectory network is generated by their contacts. We found that (1) screening people will have a better performance based on their contact paths if there is no confirmed case yet, and (2) if the first confirmed case has been discovered, it is better to screen people sequentially by their influences. The proposed SFF and strategies can provide support for decision makers, and the proposed scenario model can be applied to simulate and forecast the virus-diffusion process.
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spelling pubmed-99607452023-02-26 A Strategy Formulation Framework for Efficient Screening during the Early Stage of a Pandemic Wang, Shuangyan Zhang, Yuan Zhang, Qiang Lu, Qibin Liu, Chengcheng Yi, Fangxin Trop Med Infect Dis Article For viruses that can be transmitted by contacts of people, efficiently screening infected individuals is beneficial for controlling outbreaks rapidly and avoiding widespread diffusion, especially during the early stage of a pandemic. The process of virus transmission can be described as virus diffusion in complex networks such as trajectory networks. We propose a strategy formulation framework (SFF) for generating various screening strategies to identify influential nodes in networks. We propose two types of metrics to measure the nodes’ influence and three types of screening modes. Then, we can obtain six combinations, i.e., six strategies. To verify the efficiencies of the strategies, we build a scenario model based on the multi-agent modelling. In this model, people can move according to their self-decisions, and a virtual trajectory network is generated by their contacts. We found that (1) screening people will have a better performance based on their contact paths if there is no confirmed case yet, and (2) if the first confirmed case has been discovered, it is better to screen people sequentially by their influences. The proposed SFF and strategies can provide support for decision makers, and the proposed scenario model can be applied to simulate and forecast the virus-diffusion process. MDPI 2023-01-21 /pmc/articles/PMC9960745/ /pubmed/36828494 http://dx.doi.org/10.3390/tropicalmed8020078 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wang, Shuangyan
Zhang, Yuan
Zhang, Qiang
Lu, Qibin
Liu, Chengcheng
Yi, Fangxin
A Strategy Formulation Framework for Efficient Screening during the Early Stage of a Pandemic
title A Strategy Formulation Framework for Efficient Screening during the Early Stage of a Pandemic
title_full A Strategy Formulation Framework for Efficient Screening during the Early Stage of a Pandemic
title_fullStr A Strategy Formulation Framework for Efficient Screening during the Early Stage of a Pandemic
title_full_unstemmed A Strategy Formulation Framework for Efficient Screening during the Early Stage of a Pandemic
title_short A Strategy Formulation Framework for Efficient Screening during the Early Stage of a Pandemic
title_sort strategy formulation framework for efficient screening during the early stage of a pandemic
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9960745/
https://www.ncbi.nlm.nih.gov/pubmed/36828494
http://dx.doi.org/10.3390/tropicalmed8020078
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