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Vaccine supply chain management: An intelligent system utilizing blockchain, IoT and machine learning
Vaccination offers health, economic, and social benefits. However, three major issues—vaccine quality, demand forecasting, and trust among stakeholders—persist in the vaccine supply chain (VSC), leading to inefficiencies. The COVID-19 pandemic has exacerbated weaknesses in the VSC, while presenting...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Inc.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9718486/ https://www.ncbi.nlm.nih.gov/pubmed/36506475 http://dx.doi.org/10.1016/j.jbusres.2022.113480 |
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author | Hu, Hui Xu, Jiajun Liu, Mengqi Lim, Ming K. |
author_facet | Hu, Hui Xu, Jiajun Liu, Mengqi Lim, Ming K. |
author_sort | Hu, Hui |
collection | PubMed |
description | Vaccination offers health, economic, and social benefits. However, three major issues—vaccine quality, demand forecasting, and trust among stakeholders—persist in the vaccine supply chain (VSC), leading to inefficiencies. The COVID-19 pandemic has exacerbated weaknesses in the VSC, while presenting opportunities to apply digital technologies to manage it. For the first time, this study establishes an intelligent VSC management system that provides decision support for VSC management during the COVID-19 pandemic. The system combines blockchain, internet of things (IoT), and machine learning that effectively address the three issues in the VSC. The transparency of blockchain ensures trust among stakeholders. The real-time monitoring of vaccine status by the IoT ensures vaccine quality. Machine learning predicts vaccine demand and conducts sentiment analysis on vaccine reviews to help companies improve vaccine quality. The present study also reveals the implications for the management of supply chains, businesses, and government. |
format | Online Article Text |
id | pubmed-9718486 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97184862022-12-05 Vaccine supply chain management: An intelligent system utilizing blockchain, IoT and machine learning Hu, Hui Xu, Jiajun Liu, Mengqi Lim, Ming K. J Bus Res Article Vaccination offers health, economic, and social benefits. However, three major issues—vaccine quality, demand forecasting, and trust among stakeholders—persist in the vaccine supply chain (VSC), leading to inefficiencies. The COVID-19 pandemic has exacerbated weaknesses in the VSC, while presenting opportunities to apply digital technologies to manage it. For the first time, this study establishes an intelligent VSC management system that provides decision support for VSC management during the COVID-19 pandemic. The system combines blockchain, internet of things (IoT), and machine learning that effectively address the three issues in the VSC. The transparency of blockchain ensures trust among stakeholders. The real-time monitoring of vaccine status by the IoT ensures vaccine quality. Machine learning predicts vaccine demand and conducts sentiment analysis on vaccine reviews to help companies improve vaccine quality. The present study also reveals the implications for the management of supply chains, businesses, and government. Elsevier Inc. 2023-02 2022-12-02 /pmc/articles/PMC9718486/ /pubmed/36506475 http://dx.doi.org/10.1016/j.jbusres.2022.113480 Text en © 2022 Elsevier Inc. 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 Hu, Hui Xu, Jiajun Liu, Mengqi Lim, Ming K. Vaccine supply chain management: An intelligent system utilizing blockchain, IoT and machine learning |
title | Vaccine supply chain management: An intelligent system utilizing blockchain, IoT and machine learning |
title_full | Vaccine supply chain management: An intelligent system utilizing blockchain, IoT and machine learning |
title_fullStr | Vaccine supply chain management: An intelligent system utilizing blockchain, IoT and machine learning |
title_full_unstemmed | Vaccine supply chain management: An intelligent system utilizing blockchain, IoT and machine learning |
title_short | Vaccine supply chain management: An intelligent system utilizing blockchain, IoT and machine learning |
title_sort | vaccine supply chain management: an intelligent system utilizing blockchain, iot and machine learning |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9718486/ https://www.ncbi.nlm.nih.gov/pubmed/36506475 http://dx.doi.org/10.1016/j.jbusres.2022.113480 |
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