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Comparative Evaluation of the Treatment of COVID-19 with Multicriteria Decision-Making Techniques
OBJECTIVES: The outbreak of coronavirus disease 2019 (COVID-19) was first reported in December 2019. Until now, many drugs and methods have been used in the treatment of the disease. However, no effective treatment option has been found and only case-based successes have been achieved so far. This s...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7831275/ https://www.ncbi.nlm.nih.gov/pubmed/33552457 http://dx.doi.org/10.1155/2021/8864522 |
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author | Yildirim, Figen Sarigul Sayan, Murat Sanlidag, Tamer Uzun, Berna Ozsahin, Dilber Uzun Ozsahin, Ilker |
author_facet | Yildirim, Figen Sarigul Sayan, Murat Sanlidag, Tamer Uzun, Berna Ozsahin, Dilber Uzun Ozsahin, Ilker |
author_sort | Yildirim, Figen Sarigul |
collection | PubMed |
description | OBJECTIVES: The outbreak of coronavirus disease 2019 (COVID-19) was first reported in December 2019. Until now, many drugs and methods have been used in the treatment of the disease. However, no effective treatment option has been found and only case-based successes have been achieved so far. This study aims to evaluate COVID-19 treatment options using multicriteria decision-making (MCDM) techniques. METHODS: In this study, we evaluated the available COVID-19 treatment options by MCDM techniques, namely, fuzzy PROMETHEE and VIKOR. These techniques are based on the evaluation and comparison of complex and multiple criteria to evaluate the most appropriate alternative. We evaluated current treatment options including favipiravir (FPV), lopinavir/ritonavir, hydroxychloroquine, interleukin-1 blocker, intravenous immunoglobulin (IVIG), and plasma exchange. The criteria used for the analysis include side effects, method of administration of the drug, cost, turnover of plasma, level of fever, age, pregnancy, and kidney function. RESULTS: The results showed that plasma exchange was the most preferred alternative, followed by FPV and IVIG, while hydroxychloroquine was the least favorable one. New alternatives could be considered once they are available, and weights could be assigned based on the opinions of the decision-makers (physicians/clinicians). The treatment methods that we evaluated with MCDM methods will be beneficial for both healthcare users and to rapidly end the global pandemic. The proposed method is applicable for analyzing the alternatives to the selection problem with quantitative and qualitative data. In addition, it allows the decision-maker to define the problem simply under uncertainty. CONCLUSIONS: Fuzzy PROMETHEE and VIKOR techniques are applied in aiding decision-makers in choosing the right treatment technique for the management of COVID-19. |
format | Online Article Text |
id | pubmed-7831275 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-78312752021-02-04 Comparative Evaluation of the Treatment of COVID-19 with Multicriteria Decision-Making Techniques Yildirim, Figen Sarigul Sayan, Murat Sanlidag, Tamer Uzun, Berna Ozsahin, Dilber Uzun Ozsahin, Ilker J Healthc Eng Research Article OBJECTIVES: The outbreak of coronavirus disease 2019 (COVID-19) was first reported in December 2019. Until now, many drugs and methods have been used in the treatment of the disease. However, no effective treatment option has been found and only case-based successes have been achieved so far. This study aims to evaluate COVID-19 treatment options using multicriteria decision-making (MCDM) techniques. METHODS: In this study, we evaluated the available COVID-19 treatment options by MCDM techniques, namely, fuzzy PROMETHEE and VIKOR. These techniques are based on the evaluation and comparison of complex and multiple criteria to evaluate the most appropriate alternative. We evaluated current treatment options including favipiravir (FPV), lopinavir/ritonavir, hydroxychloroquine, interleukin-1 blocker, intravenous immunoglobulin (IVIG), and plasma exchange. The criteria used for the analysis include side effects, method of administration of the drug, cost, turnover of plasma, level of fever, age, pregnancy, and kidney function. RESULTS: The results showed that plasma exchange was the most preferred alternative, followed by FPV and IVIG, while hydroxychloroquine was the least favorable one. New alternatives could be considered once they are available, and weights could be assigned based on the opinions of the decision-makers (physicians/clinicians). The treatment methods that we evaluated with MCDM methods will be beneficial for both healthcare users and to rapidly end the global pandemic. The proposed method is applicable for analyzing the alternatives to the selection problem with quantitative and qualitative data. In addition, it allows the decision-maker to define the problem simply under uncertainty. CONCLUSIONS: Fuzzy PROMETHEE and VIKOR techniques are applied in aiding decision-makers in choosing the right treatment technique for the management of COVID-19. Hindawi 2021-01-22 /pmc/articles/PMC7831275/ /pubmed/33552457 http://dx.doi.org/10.1155/2021/8864522 Text en Copyright © 2021 Figen Sarigul Yildirim et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Yildirim, Figen Sarigul Sayan, Murat Sanlidag, Tamer Uzun, Berna Ozsahin, Dilber Uzun Ozsahin, Ilker Comparative Evaluation of the Treatment of COVID-19 with Multicriteria Decision-Making Techniques |
title | Comparative Evaluation of the Treatment of COVID-19 with Multicriteria Decision-Making Techniques |
title_full | Comparative Evaluation of the Treatment of COVID-19 with Multicriteria Decision-Making Techniques |
title_fullStr | Comparative Evaluation of the Treatment of COVID-19 with Multicriteria Decision-Making Techniques |
title_full_unstemmed | Comparative Evaluation of the Treatment of COVID-19 with Multicriteria Decision-Making Techniques |
title_short | Comparative Evaluation of the Treatment of COVID-19 with Multicriteria Decision-Making Techniques |
title_sort | comparative evaluation of the treatment of covid-19 with multicriteria decision-making techniques |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7831275/ https://www.ncbi.nlm.nih.gov/pubmed/33552457 http://dx.doi.org/10.1155/2021/8864522 |
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