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New Method to Implement and Analysis of Medical System in Real Time
The use of information technology and technological medical devices has contributed significantly to the transformation of healthcare. Despite that, many problems have arisen in diagnosing or predicting diseases, either as a result of human errors or lack of accuracy of measurements. Therefore, this...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9321202/ https://www.ncbi.nlm.nih.gov/pubmed/35885882 http://dx.doi.org/10.3390/healthcare10071357 |
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author | Abd Elgawad, Yahia Zakria Youssef, Mohamed I. Nasser, Tarek Mahmoud Almslmany, Amir S. I. Amar, Ahmed Mohamed, Abdelrhman Adel Parchin, Naser Ojaroudi Abd-Alhameed, Raed A. Mohamed, Heba G. Moussa, Karim H. |
author_facet | Abd Elgawad, Yahia Zakria Youssef, Mohamed I. Nasser, Tarek Mahmoud Almslmany, Amir S. I. Amar, Ahmed Mohamed, Abdelrhman Adel Parchin, Naser Ojaroudi Abd-Alhameed, Raed A. Mohamed, Heba G. Moussa, Karim H. |
author_sort | Abd Elgawad, Yahia Zakria |
collection | PubMed |
description | The use of information technology and technological medical devices has contributed significantly to the transformation of healthcare. Despite that, many problems have arisen in diagnosing or predicting diseases, either as a result of human errors or lack of accuracy of measurements. Therefore, this paper aims to provide an integrated health monitoring system to measure vital parameters and diagnose or predict disease. Through this work, the percentage of various gases in the blood through breathing is determined, vital parameters are measured and their effect on feelings is analyzed. A supervised learning model is configured to predict and diagnose based on biometric measurements. All results were compared with the results of the Omron device as a reference device. The results proved that the proposed design overcame many problems as it contributed to expanding the database of vital parameters and providing analysis on the effect of emotions on vital indicators. The accuracy of the measurements also reached 98.8% and the accuracy of diagnosing COVID-19 was 64%. The work also presents a user interface model for clinicians as well as for smartphones using the Internet of things. |
format | Online Article Text |
id | pubmed-9321202 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-93212022022-07-27 New Method to Implement and Analysis of Medical System in Real Time Abd Elgawad, Yahia Zakria Youssef, Mohamed I. Nasser, Tarek Mahmoud Almslmany, Amir S. I. Amar, Ahmed Mohamed, Abdelrhman Adel Parchin, Naser Ojaroudi Abd-Alhameed, Raed A. Mohamed, Heba G. Moussa, Karim H. Healthcare (Basel) Article The use of information technology and technological medical devices has contributed significantly to the transformation of healthcare. Despite that, many problems have arisen in diagnosing or predicting diseases, either as a result of human errors or lack of accuracy of measurements. Therefore, this paper aims to provide an integrated health monitoring system to measure vital parameters and diagnose or predict disease. Through this work, the percentage of various gases in the blood through breathing is determined, vital parameters are measured and their effect on feelings is analyzed. A supervised learning model is configured to predict and diagnose based on biometric measurements. All results were compared with the results of the Omron device as a reference device. The results proved that the proposed design overcame many problems as it contributed to expanding the database of vital parameters and providing analysis on the effect of emotions on vital indicators. The accuracy of the measurements also reached 98.8% and the accuracy of diagnosing COVID-19 was 64%. The work also presents a user interface model for clinicians as well as for smartphones using the Internet of things. MDPI 2022-07-21 /pmc/articles/PMC9321202/ /pubmed/35885882 http://dx.doi.org/10.3390/healthcare10071357 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 Abd Elgawad, Yahia Zakria Youssef, Mohamed I. Nasser, Tarek Mahmoud Almslmany, Amir S. I. Amar, Ahmed Mohamed, Abdelrhman Adel Parchin, Naser Ojaroudi Abd-Alhameed, Raed A. Mohamed, Heba G. Moussa, Karim H. New Method to Implement and Analysis of Medical System in Real Time |
title | New Method to Implement and Analysis of Medical System in Real Time |
title_full | New Method to Implement and Analysis of Medical System in Real Time |
title_fullStr | New Method to Implement and Analysis of Medical System in Real Time |
title_full_unstemmed | New Method to Implement and Analysis of Medical System in Real Time |
title_short | New Method to Implement and Analysis of Medical System in Real Time |
title_sort | new method to implement and analysis of medical system in real time |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9321202/ https://www.ncbi.nlm.nih.gov/pubmed/35885882 http://dx.doi.org/10.3390/healthcare10071357 |
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