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Analysis of COVID-19 Vaccinations and Symptom Mapping Diagnostic Technique for Viral Diseases: Using Data Analytics, Machine Learning, and Artificial Intelligence
To analyze, understand, and measure the COVID-19 vaccination outlook in a developing country as Nigeria; and the non-clinical analysis, diagnosis, treatment and management of COVID-19, and other Viral Diseases, using Data/Machine Learning (ML)/Artificial Intelligence (AI), Analytical Tools, and Meth...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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SAGE Publications
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10090961/ https://www.ncbi.nlm.nih.gov/pubmed/37039387 http://dx.doi.org/10.1177/00469580231164480 |
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author | Kalu, Chikezie Kennedy |
author_facet | Kalu, Chikezie Kennedy |
author_sort | Kalu, Chikezie Kennedy |
collection | PubMed |
description | To analyze, understand, and measure the COVID-19 vaccination outlook in a developing country as Nigeria; and the non-clinical analysis, diagnosis, treatment and management of COVID-19, and other Viral Diseases, using Data/Machine Learning (ML)/Artificial Intelligence (AI), Analytical Tools, and Methodologies. Using current and historical data from validated open source data stores, analysis was carried out on COVID-19 vaccination and related economic, demographic, and geo-climatic data for a developing country, Nigeria and selected countries from all continents of the world. The methodical and data-driven analyses were carried out using the following Data/Artificial Intelligence (AI) methodologies and algorithms: Excel Data Analytics, Multivariate Linear Regression Analysis method in Machine Learning (ML) Engineering, Symptom Mapping Analysis, Gray System Analysis. The COVID-19 vaccinations expectedly does reduce the number of active COVID cases and the amount or number of vaccinations for a developing country as Nigeria is affected by a good number of economic, demographic, and geo-climatic factors; and so COVID-19 vaccinations strategies must be unique to a country and categories of countries and take into account influencing factors not only limited to number of active COVID cases. The strategies (including vaccinations roll-out) to eliminate COVID-19 can be better understood and managed for increased productivity and faster success rate in the fight against COVID-19. Medical practitioners can provide even more efficient diagnosis and treatment of viral diseases; and also patients can carry out personalized cost effective diagnosis and treatment/management of viral diseases, with also the advises of medical practitioners. |
format | Online Article Text |
id | pubmed-10090961 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-100909612023-04-12 Analysis of COVID-19 Vaccinations and Symptom Mapping Diagnostic Technique for Viral Diseases: Using Data Analytics, Machine Learning, and Artificial Intelligence Kalu, Chikezie Kennedy Inquiry Original Research To analyze, understand, and measure the COVID-19 vaccination outlook in a developing country as Nigeria; and the non-clinical analysis, diagnosis, treatment and management of COVID-19, and other Viral Diseases, using Data/Machine Learning (ML)/Artificial Intelligence (AI), Analytical Tools, and Methodologies. Using current and historical data from validated open source data stores, analysis was carried out on COVID-19 vaccination and related economic, demographic, and geo-climatic data for a developing country, Nigeria and selected countries from all continents of the world. The methodical and data-driven analyses were carried out using the following Data/Artificial Intelligence (AI) methodologies and algorithms: Excel Data Analytics, Multivariate Linear Regression Analysis method in Machine Learning (ML) Engineering, Symptom Mapping Analysis, Gray System Analysis. The COVID-19 vaccinations expectedly does reduce the number of active COVID cases and the amount or number of vaccinations for a developing country as Nigeria is affected by a good number of economic, demographic, and geo-climatic factors; and so COVID-19 vaccinations strategies must be unique to a country and categories of countries and take into account influencing factors not only limited to number of active COVID cases. The strategies (including vaccinations roll-out) to eliminate COVID-19 can be better understood and managed for increased productivity and faster success rate in the fight against COVID-19. Medical practitioners can provide even more efficient diagnosis and treatment of viral diseases; and also patients can carry out personalized cost effective diagnosis and treatment/management of viral diseases, with also the advises of medical practitioners. SAGE Publications 2023-04-11 /pmc/articles/PMC10090961/ /pubmed/37039387 http://dx.doi.org/10.1177/00469580231164480 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Original Research Kalu, Chikezie Kennedy Analysis of COVID-19 Vaccinations and Symptom Mapping Diagnostic Technique for Viral Diseases: Using Data Analytics, Machine Learning, and Artificial Intelligence |
title | Analysis of COVID-19 Vaccinations and Symptom Mapping Diagnostic
Technique for Viral Diseases: Using Data Analytics, Machine Learning, and
Artificial Intelligence |
title_full | Analysis of COVID-19 Vaccinations and Symptom Mapping Diagnostic
Technique for Viral Diseases: Using Data Analytics, Machine Learning, and
Artificial Intelligence |
title_fullStr | Analysis of COVID-19 Vaccinations and Symptom Mapping Diagnostic
Technique for Viral Diseases: Using Data Analytics, Machine Learning, and
Artificial Intelligence |
title_full_unstemmed | Analysis of COVID-19 Vaccinations and Symptom Mapping Diagnostic
Technique for Viral Diseases: Using Data Analytics, Machine Learning, and
Artificial Intelligence |
title_short | Analysis of COVID-19 Vaccinations and Symptom Mapping Diagnostic
Technique for Viral Diseases: Using Data Analytics, Machine Learning, and
Artificial Intelligence |
title_sort | analysis of covid-19 vaccinations and symptom mapping diagnostic
technique for viral diseases: using data analytics, machine learning, and
artificial intelligence |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10090961/ https://www.ncbi.nlm.nih.gov/pubmed/37039387 http://dx.doi.org/10.1177/00469580231164480 |
work_keys_str_mv | AT kaluchikeziekennedy analysisofcovid19vaccinationsandsymptommappingdiagnostictechniqueforviraldiseasesusingdataanalyticsmachinelearningandartificialintelligence |