Abstract

Approval of emergency use of the Novel Coronavirus Disease 2019 (COVID-19) vaccines in many countries has brought hope to ending the COVID-19 pandemic sooner. Considering the limited vaccine supply in the early stage of COVID-19 vaccination programs in most countries, a highly relevant question to ask is: {\em who should get vaccinated first?} In this article we propose a network information-driven vaccination strategy where a small number of people in a network (population) are categorized, according to a few key network properties, into priority groups. Using a network-based SEIR model for simulating the pandemic progression, the network information-driven vaccination strategy is compared with a random vaccination strategy. Results for both large-scale synthesized networks and real social networks have demonstrated that the network information-driven vaccination strategy can significantly reduce the cumulative number of infected individuals and lead to a more rapid containment of the pandemic. The results provide insight for policymakers in designing an effective early-stage vaccination plan.Funding Statement: This work is the results of a research project funded by City University of Hong Kong (Project Number 9229031).Declaration of Interests: The author declares no conflict of interest.

Highlights

  • The Novel Coronavirus Disease 2019 (COVID-19) pandemic markedly disrupts the normal daily life of people and severely impacts our economy

  • We use 12 realistic large-scale social networks to validate the effectiveness of the proposed network information-driven vaccination strategy for the early stage vaccination plan under limited vaccine supply

  • Since early 2021, many countries have planned to launch vaccination programs of different scales according to the amount of vaccines available, and some have already launched an early phase of vaccination aiming to provide vaccines to certain priority groups in the population

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Summary

Introduction

The Novel Coronavirus Disease 2019 (COVID-19) pandemic markedly disrupts the normal daily life of people and severely impacts our economy. A variety of active intervention policies have been implemented to suppress the spreading of COVID-19, including social distancing [1], city lock-downs [2], contact tracing, quarantining [3], etc. The recent availability of effective vaccines has brought hope for a rapid recovery of our badly impacted economy and sooner resumption of normal life [4], despite the limited supply of vaccines in the foreseeable future presenting a major obstacle. Vaccination is able to help our immune system actively produce antibodies which protect us against infectious diseases [5]. The use of vaccines has been proven effective in reducing the risk of being infected and saving lives during an epidemic outbreak.

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