An epidemiology-based model for the operational allocation of COVID-19 vaccines: A case study of Thailand

被引:19
|
作者
Jarumaneeroj, Pisit [1 ,2 ]
Dusadeerungsikul, Puwadol Oak [1 ]
Chotivanich, Tharin [1 ]
Nopsopon, Tanawin [3 ]
Pongpirul, Krit [3 ,4 ,5 ]
机构
[1] Chulalongkorn Univ, Dept Ind Engn, Bangkok 10330, Thailand
[2] Chulalongkorn Univ, Reg Ctr Mfg Syst Engn, Bangkok, Thailand
[3] Chulalongkorn Univ, Dept Prevent & Social Med, Bangkok, Thailand
[4] Bumrungrad Int Hosp, Bangkok, Thailand
[5] Johns Hopkins Bloomberg Sch Publ Hlth, Dept Int Hlth, Baltimore, MD USA
关键词
COVID-19; Epidemiological model; Pandemic; Vaccine allocation; Vaccine administration; PREDICTIONS; DYNAMICS; IMPACT; AGE;
D O I
10.1016/j.cie.2022.108031
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper addresses a framework for the operational allocation and administration of COVID-19 vaccines in Thailand, based on both COVID-19 transmission dynamics and other vital operational restrictions that might affect the effectiveness of vaccination strategies in the early stage of vaccine rollout. In this framework, the SIQRV model is first developed and later combined with the COVID-19 Vaccine Allocation Problem (CVAP) to determine the optimal allocation/administration strategies that minimize total weighted strain on the whole healthcare system. According to Thailand's second pandemic wave data (17th January 2021, to 15th February 2021), we find that the epicenter-based strategy is surprisingly the worst allocation strategy, due largely to the negligence of provincial demographics, vaccine efficacy, and overall transmission dynamics that lead to higher number of infectious individuals. We also find that early vaccination seems to significantly contribute to the reduction in the number of infectious individuals, whose effects tend to increase with more vaccine supply. With these insights, healthcare policy-makers should therefore focus not only on the procurement of COVID-19 vac-cines at strategic levels but also on the allocation and administration of such vaccines at operational levels for the best of their limited vaccine supply.
引用
收藏
页数:14
相关论文
共 50 条
  • [1] An epidemiology-based model for the operational allocation of COVID-19 vaccines: A case study of Thailand
    Jarumaneeroj, Pisit
    Dusadeerungsikul, Puwadol Oak
    Chotivanich, Tharin
    Nopsopon, Tanawin
    Pongpirul, Krit
    Computers and Industrial Engineering, 2022, 167
  • [2] Optimal control of the spatial allocation of COVID-19 vaccines: Italy as a case study
    Lemaitre, Joseph Chadi
    Pasetto, Damiano
    Zanon, Mario
    Bertuzzo, Enrico
    Mari, Lorenzo
    Miccoli, Stefano
    Casagrandi, Renato
    Gatto, Marino
    Rinaldo, Andrea
    PLOS COMPUTATIONAL BIOLOGY, 2022, 18 (07)
  • [3] The optimal allocation of Covid-19 vaccines
    Babus, Ana
    Das, Sanmay
    Lee, SangMok
    ECONOMICS LETTERS, 2023, 224
  • [4] Just allocation of COVID-19 vaccines
    Herlitz, Anders
    Lederman, Zohar
    Miller, Jennifer
    Fleurbaey, Marc
    Venkatapuram, Sridhar
    Atuire, Caesar
    Eckenwiler, Lisa
    Hassoun, Nicole
    BMJ GLOBAL HEALTH, 2021, 6 (02):
  • [5] A Mathematical Model of COVID-19 Pandemic: A Case Study of Bangkok, Thailand
    Riyapan, Pakwan
    Shuaib, Sherif Eneye
    Intarasit, Arthit
    COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2021, 2021
  • [6] Ethical allocation of future COVID-19 vaccines
    Gupta, Rohit
    Morain, Stephanie R.
    JOURNAL OF MEDICAL ETHICS, 2021, 47 (03) : 137 - 141
  • [7] Effective Social Network-Based Allocation of COVID-19 Vaccines
    Chen, Jiangzhuo
    Hoops, Stefan
    Marathe, Achla
    Mortveit, Henning
    Lewis, Bryan
    Venkatramanan, Srinivasan
    Haddadan, Arash
    Bhattacharya, Parantapa
    Adiga, Abhijin
    Vullikanti, Anil
    Srinivasan, Aravind
    Wilson, Mandy L.
    Ehrlich, Gal
    Fenster, Maier
    Barrett, Christopher
    Eubank, Stephen
    Marathe, Madhav
    PROCEEDINGS OF THE 28TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, KDD 2022, 2022, : 4675 - 4683
  • [8] Equitable allocation of COVID-19 vaccines in the United States
    Harald Schmidt
    Rebecca Weintraub
    Michelle A. Williams
    Kate Miller
    Alison Buttenheim
    Emily Sadecki
    Helen Wu
    Aditi Doiphode
    Neha Nagpal
    Lawrence O. Gostin
    Angela A. Shen
    Nature Medicine, 2021, 27 : 1298 - 1307
  • [9] Equitable allocation of COVID-19 vaccines in the United States
    Schmidt, Harald
    Weintraub, Rebecca
    Williams, Michelle A.
    Miller, Kate
    Buttenheim, Alison
    Sadecki, Emily
    Wu, Helen
    Doiphode, Aditi
    Nagpal, Neha
    Gostin, Lawrence O.
    Shen, Angela A.
    NATURE MEDICINE, 2021, 27 (07) : 1298 - +
  • [10] Smart Contracts Implementation in the Allocation of Covid-19 Vaccines
    Yazdani, Mohammad Amin
    Roy, Daniel
    Hennequin, Sophie
    ADVANCES IN PRODUCTION MANAGEMENT SYSTEMS: ARTIFICIAL INTELLIGENCE FOR SUSTAINABLE AND RESILIENT PRODUCTION SYSTEMS (APMS 2021), PT III, 2021, 632 : 510 - 520