Cargando…
An epidemiology-based model for the operational allocation of COVID-19 vaccines: A case study of Thailand
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 rollo...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8865938/ https://www.ncbi.nlm.nih.gov/pubmed/35228772 http://dx.doi.org/10.1016/j.cie.2022.108031 |
_version_ | 1784655725965869056 |
---|---|
author | Jarumaneeroj, Pisit Dusadeerungsikul, Puwadol Oak Chotivanich, Tharin Nopsopon, Tanawin Pongpirul, Krit |
author_facet | Jarumaneeroj, Pisit Dusadeerungsikul, Puwadol Oak Chotivanich, Tharin Nopsopon, Tanawin Pongpirul, Krit |
author_sort | Jarumaneeroj, Pisit |
collection | PubMed |
description | 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 (17(th) January 2021, to 15(th) 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 vaccines at strategic levels but also on the allocation and administration of such vaccines at operational levels for the best of their limited vaccine supply. |
format | Online Article Text |
id | pubmed-8865938 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-88659382022-02-24 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 Comput Ind Eng Article 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 (17(th) January 2021, to 15(th) 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 vaccines at strategic levels but also on the allocation and administration of such vaccines at operational levels for the best of their limited vaccine supply. Elsevier Ltd. 2022-05 2022-02-24 /pmc/articles/PMC8865938/ /pubmed/35228772 http://dx.doi.org/10.1016/j.cie.2022.108031 Text en © 2022 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Jarumaneeroj, Pisit Dusadeerungsikul, Puwadol Oak Chotivanich, Tharin Nopsopon, Tanawin Pongpirul, Krit An epidemiology-based model for the operational allocation of COVID-19 vaccines: A case study of Thailand |
title | An epidemiology-based model for the operational allocation of COVID-19 vaccines: A case study of Thailand |
title_full | An epidemiology-based model for the operational allocation of COVID-19 vaccines: A case study of Thailand |
title_fullStr | An epidemiology-based model for the operational allocation of COVID-19 vaccines: A case study of Thailand |
title_full_unstemmed | An epidemiology-based model for the operational allocation of COVID-19 vaccines: A case study of Thailand |
title_short | An epidemiology-based model for the operational allocation of COVID-19 vaccines: A case study of Thailand |
title_sort | epidemiology-based model for the operational allocation of covid-19 vaccines: a case study of thailand |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8865938/ https://www.ncbi.nlm.nih.gov/pubmed/35228772 http://dx.doi.org/10.1016/j.cie.2022.108031 |
work_keys_str_mv | AT jarumaneerojpisit anepidemiologybasedmodelfortheoperationalallocationofcovid19vaccinesacasestudyofthailand AT dusadeerungsikulpuwadoloak anepidemiologybasedmodelfortheoperationalallocationofcovid19vaccinesacasestudyofthailand AT chotivanichtharin anepidemiologybasedmodelfortheoperationalallocationofcovid19vaccinesacasestudyofthailand AT nopsopontanawin anepidemiologybasedmodelfortheoperationalallocationofcovid19vaccinesacasestudyofthailand AT pongpirulkrit anepidemiologybasedmodelfortheoperationalallocationofcovid19vaccinesacasestudyofthailand AT jarumaneerojpisit epidemiologybasedmodelfortheoperationalallocationofcovid19vaccinesacasestudyofthailand AT dusadeerungsikulpuwadoloak epidemiologybasedmodelfortheoperationalallocationofcovid19vaccinesacasestudyofthailand AT chotivanichtharin epidemiologybasedmodelfortheoperationalallocationofcovid19vaccinesacasestudyofthailand AT nopsopontanawin epidemiologybasedmodelfortheoperationalallocationofcovid19vaccinesacasestudyofthailand AT pongpirulkrit epidemiologybasedmodelfortheoperationalallocationofcovid19vaccinesacasestudyofthailand |