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MEF: Multidimensional Examination Framework for Prioritization of COVID-19 Severe Patients and Promote Precision Medicine Based on Hybrid Multi-Criteria Decision-Making Approaches

Effective prioritization plays critical roles in precision medicine. Healthcare decisions are complex, involving trade-offs among numerous frequently contradictory priorities. Considering the numerous difficulties associated with COVID-19, approaches that could triage COVID-19 patients may help in p...

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Autores principales: Abdulkareem, Karrar Hameed, Al-Mhiqani, Mohammed Nasser, Dinar, Ahmed M., Mohammed, Mazin Abed, Al-Imari, Mustafa Jawad, Al-Waisy, Alaa S., Alghawli, Abed Saif, Al-Qaness, Mohammed A. A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9495842/
https://www.ncbi.nlm.nih.gov/pubmed/36135003
http://dx.doi.org/10.3390/bioengineering9090457
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author Abdulkareem, Karrar Hameed
Al-Mhiqani, Mohammed Nasser
Dinar, Ahmed M.
Mohammed, Mazin Abed
Al-Imari, Mustafa Jawad
Al-Waisy, Alaa S.
Alghawli, Abed Saif
Al-Qaness, Mohammed A. A.
author_facet Abdulkareem, Karrar Hameed
Al-Mhiqani, Mohammed Nasser
Dinar, Ahmed M.
Mohammed, Mazin Abed
Al-Imari, Mustafa Jawad
Al-Waisy, Alaa S.
Alghawli, Abed Saif
Al-Qaness, Mohammed A. A.
author_sort Abdulkareem, Karrar Hameed
collection PubMed
description Effective prioritization plays critical roles in precision medicine. Healthcare decisions are complex, involving trade-offs among numerous frequently contradictory priorities. Considering the numerous difficulties associated with COVID-19, approaches that could triage COVID-19 patients may help in prioritizing treatment and provide precise medicine for those who are at risk of serious disease. Prioritizing a patient with COVID-19 depends on a variety of examination criteria, but due to the large number of these biomarkers, it may be hard for medical practitioners and emergency systems to decide which cases should be given priority for treatment. The aim of this paper is to propose a Multidimensional Examination Framework (MEF) for the prioritization of COVID-19 severe patients on the basis of combined multi-criteria decision-making (MCDM) methods. In contrast to the existing literature, the MEF has not considered only a single dimension of the examination factors; instead, the proposed framework included different multidimensional examination criteria such as demographic, laboratory findings, vital signs, symptoms, and chronic conditions. A real dataset that consists of data from 78 patients with different examination criteria was used as a base in the construction of Multidimensional Evaluation Matrix (MEM). The proposed framework employs the CRITIC (CRiteria Importance Through Intercriteria Correlation) method to identify objective weights and importance for multidimensional examination criteria. Furthermore, the VIKOR (VIekriterijumsko KOmpromisno Rangiranje) method is utilized to prioritize COVID-19 severe patients. The results based on the CRITIC method showed that the most important examination criterion for prioritization is COVID-19 patients with heart disease, followed by cough and nasal congestion symptoms. Moreover, the VIKOR method showed that Patients 8, 3, 9, 59, and 1 are the most urgent cases that required the highest priority among the other 78 patients. Finally, the proposed framework can be used by medical organizations to prioritize the most critical COVID-19 patient that has multidimensional examination criteria and to promptly give appropriate care for more precise medicine.
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spelling pubmed-94958422022-09-23 MEF: Multidimensional Examination Framework for Prioritization of COVID-19 Severe Patients and Promote Precision Medicine Based on Hybrid Multi-Criteria Decision-Making Approaches Abdulkareem, Karrar Hameed Al-Mhiqani, Mohammed Nasser Dinar, Ahmed M. Mohammed, Mazin Abed Al-Imari, Mustafa Jawad Al-Waisy, Alaa S. Alghawli, Abed Saif Al-Qaness, Mohammed A. A. Bioengineering (Basel) Article Effective prioritization plays critical roles in precision medicine. Healthcare decisions are complex, involving trade-offs among numerous frequently contradictory priorities. Considering the numerous difficulties associated with COVID-19, approaches that could triage COVID-19 patients may help in prioritizing treatment and provide precise medicine for those who are at risk of serious disease. Prioritizing a patient with COVID-19 depends on a variety of examination criteria, but due to the large number of these biomarkers, it may be hard for medical practitioners and emergency systems to decide which cases should be given priority for treatment. The aim of this paper is to propose a Multidimensional Examination Framework (MEF) for the prioritization of COVID-19 severe patients on the basis of combined multi-criteria decision-making (MCDM) methods. In contrast to the existing literature, the MEF has not considered only a single dimension of the examination factors; instead, the proposed framework included different multidimensional examination criteria such as demographic, laboratory findings, vital signs, symptoms, and chronic conditions. A real dataset that consists of data from 78 patients with different examination criteria was used as a base in the construction of Multidimensional Evaluation Matrix (MEM). The proposed framework employs the CRITIC (CRiteria Importance Through Intercriteria Correlation) method to identify objective weights and importance for multidimensional examination criteria. Furthermore, the VIKOR (VIekriterijumsko KOmpromisno Rangiranje) method is utilized to prioritize COVID-19 severe patients. The results based on the CRITIC method showed that the most important examination criterion for prioritization is COVID-19 patients with heart disease, followed by cough and nasal congestion symptoms. Moreover, the VIKOR method showed that Patients 8, 3, 9, 59, and 1 are the most urgent cases that required the highest priority among the other 78 patients. Finally, the proposed framework can be used by medical organizations to prioritize the most critical COVID-19 patient that has multidimensional examination criteria and to promptly give appropriate care for more precise medicine. MDPI 2022-09-08 /pmc/articles/PMC9495842/ /pubmed/36135003 http://dx.doi.org/10.3390/bioengineering9090457 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Abdulkareem, Karrar Hameed
Al-Mhiqani, Mohammed Nasser
Dinar, Ahmed M.
Mohammed, Mazin Abed
Al-Imari, Mustafa Jawad
Al-Waisy, Alaa S.
Alghawli, Abed Saif
Al-Qaness, Mohammed A. A.
MEF: Multidimensional Examination Framework for Prioritization of COVID-19 Severe Patients and Promote Precision Medicine Based on Hybrid Multi-Criteria Decision-Making Approaches
title MEF: Multidimensional Examination Framework for Prioritization of COVID-19 Severe Patients and Promote Precision Medicine Based on Hybrid Multi-Criteria Decision-Making Approaches
title_full MEF: Multidimensional Examination Framework for Prioritization of COVID-19 Severe Patients and Promote Precision Medicine Based on Hybrid Multi-Criteria Decision-Making Approaches
title_fullStr MEF: Multidimensional Examination Framework for Prioritization of COVID-19 Severe Patients and Promote Precision Medicine Based on Hybrid Multi-Criteria Decision-Making Approaches
title_full_unstemmed MEF: Multidimensional Examination Framework for Prioritization of COVID-19 Severe Patients and Promote Precision Medicine Based on Hybrid Multi-Criteria Decision-Making Approaches
title_short MEF: Multidimensional Examination Framework for Prioritization of COVID-19 Severe Patients and Promote Precision Medicine Based on Hybrid Multi-Criteria Decision-Making Approaches
title_sort mef: multidimensional examination framework for prioritization of covid-19 severe patients and promote precision medicine based on hybrid multi-criteria decision-making approaches
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9495842/
https://www.ncbi.nlm.nih.gov/pubmed/36135003
http://dx.doi.org/10.3390/bioengineering9090457
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