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The medical and societal impact of big data analytics and artificial intelligence applications in combating pandemics: A review focused on Covid-19
With Covid-19 impacting communities in different ways, research has increasingly turned to big data analytics (BDA) and artificial intelligence (AI) tools to track and monitor the virus's spread and its effect on humanity and the global economy. The purpose of this study is to conduct an in-dep...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9001170/ https://www.ncbi.nlm.nih.gov/pubmed/35452893 http://dx.doi.org/10.1016/j.socscimed.2022.114973 |
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author | Galetsi, Panagiota Katsaliaki, Korina Kumar, Sameer |
author_facet | Galetsi, Panagiota Katsaliaki, Korina Kumar, Sameer |
author_sort | Galetsi, Panagiota |
collection | PubMed |
description | With Covid-19 impacting communities in different ways, research has increasingly turned to big data analytics (BDA) and artificial intelligence (AI) tools to track and monitor the virus's spread and its effect on humanity and the global economy. The purpose of this study is to conduct an in-depth literature review to identify how BDA and AI were involved in the management of Covid-19 (while considering diversity, equity, and inclusion (DEI)). The rigorous search resulted in a portfolio of 607 articles, retrieved from the Web of Science database, where content analysis has been conducted. This study identifies the BDA and AI applications developed to deal with the initial Covid-19 outbreak and the containment of the pandemic, along with their benefits for the social good. Moreover, this study reveals the DEI challenges related to these applications, ways to mitigate the concerns, and how to develop viable techniques to deal with similar crises in the future. The article pool recognized the high presence of machine learning (ML) and the role of mobile technology, social media and telemedicine in the use of BDA and AI during Covid-19. This study offers a collective insight into many of the key issues and underlying complexities affecting public health and society from Covid-19, and the solutions offered from information systems and technological perspectives. |
format | Online Article Text |
id | pubmed-9001170 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-90011702022-04-12 The medical and societal impact of big data analytics and artificial intelligence applications in combating pandemics: A review focused on Covid-19 Galetsi, Panagiota Katsaliaki, Korina Kumar, Sameer Soc Sci Med Article With Covid-19 impacting communities in different ways, research has increasingly turned to big data analytics (BDA) and artificial intelligence (AI) tools to track and monitor the virus's spread and its effect on humanity and the global economy. The purpose of this study is to conduct an in-depth literature review to identify how BDA and AI were involved in the management of Covid-19 (while considering diversity, equity, and inclusion (DEI)). The rigorous search resulted in a portfolio of 607 articles, retrieved from the Web of Science database, where content analysis has been conducted. This study identifies the BDA and AI applications developed to deal with the initial Covid-19 outbreak and the containment of the pandemic, along with their benefits for the social good. Moreover, this study reveals the DEI challenges related to these applications, ways to mitigate the concerns, and how to develop viable techniques to deal with similar crises in the future. The article pool recognized the high presence of machine learning (ML) and the role of mobile technology, social media and telemedicine in the use of BDA and AI during Covid-19. This study offers a collective insight into many of the key issues and underlying complexities affecting public health and society from Covid-19, and the solutions offered from information systems and technological perspectives. Elsevier Ltd. 2022-05 2022-04-12 /pmc/articles/PMC9001170/ /pubmed/35452893 http://dx.doi.org/10.1016/j.socscimed.2022.114973 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 Galetsi, Panagiota Katsaliaki, Korina Kumar, Sameer The medical and societal impact of big data analytics and artificial intelligence applications in combating pandemics: A review focused on Covid-19 |
title | The medical and societal impact of big data analytics and artificial intelligence applications in combating pandemics: A review focused on Covid-19 |
title_full | The medical and societal impact of big data analytics and artificial intelligence applications in combating pandemics: A review focused on Covid-19 |
title_fullStr | The medical and societal impact of big data analytics and artificial intelligence applications in combating pandemics: A review focused on Covid-19 |
title_full_unstemmed | The medical and societal impact of big data analytics and artificial intelligence applications in combating pandemics: A review focused on Covid-19 |
title_short | The medical and societal impact of big data analytics and artificial intelligence applications in combating pandemics: A review focused on Covid-19 |
title_sort | medical and societal impact of big data analytics and artificial intelligence applications in combating pandemics: a review focused on covid-19 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9001170/ https://www.ncbi.nlm.nih.gov/pubmed/35452893 http://dx.doi.org/10.1016/j.socscimed.2022.114973 |
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