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Dynamic mechanism of eliminating COVID-19 vaccine hesitancy through web search
This research focuses on the research problem of eliminating COVID-19 vaccine hesitancy through web search. A dynamic model of eliminating COVID-19 vaccine hesitancy through web search is constructed based on the Logistic model, the elimination degree is quantified, the elimination function is defin...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9922755/ https://www.ncbi.nlm.nih.gov/pubmed/36794073 http://dx.doi.org/10.3389/fpubh.2023.1018378 |
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author | Xia, Yixue Li, Qifeng Jiao, Wei Lan, Yuexin |
author_facet | Xia, Yixue Li, Qifeng Jiao, Wei Lan, Yuexin |
author_sort | Xia, Yixue |
collection | PubMed |
description | This research focuses on the research problem of eliminating COVID-19 vaccine hesitancy through web search. A dynamic model of eliminating COVID-19 vaccine hesitancy through web search is constructed based on the Logistic model, the elimination degree is quantified, the elimination function is defined to analyze the dynamic elimination effect, and the model parameter estimation method is proposed. The numerical solution, process parameters, initial value parameters and stationary point parameters of the model are simulated, respectively, and the mechanism of elimination is deeply analyzed to determine the key time period. Based on the real data of web search and COVID-19 vaccination, data modeling is carried out from two aspects: full sample and segmented sample, and the rationality of the model is verified. On this basis, the model is used to carry out dynamic prediction and verified to have certain medium-term prediction ability. Through this research, the methods of eliminating vaccine hesitancy are enriched, and a new practical idea is provided for eliminating vaccine hesitancy. It also provides a method to predict the quantity of COVID-19 vaccination, provides theoretical guidance for dynamically adjusting the public health policy of the COVID-19, and can provide reference for the vaccination of other vaccines. |
format | Online Article Text |
id | pubmed-9922755 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-99227552023-02-14 Dynamic mechanism of eliminating COVID-19 vaccine hesitancy through web search Xia, Yixue Li, Qifeng Jiao, Wei Lan, Yuexin Front Public Health Public Health This research focuses on the research problem of eliminating COVID-19 vaccine hesitancy through web search. A dynamic model of eliminating COVID-19 vaccine hesitancy through web search is constructed based on the Logistic model, the elimination degree is quantified, the elimination function is defined to analyze the dynamic elimination effect, and the model parameter estimation method is proposed. The numerical solution, process parameters, initial value parameters and stationary point parameters of the model are simulated, respectively, and the mechanism of elimination is deeply analyzed to determine the key time period. Based on the real data of web search and COVID-19 vaccination, data modeling is carried out from two aspects: full sample and segmented sample, and the rationality of the model is verified. On this basis, the model is used to carry out dynamic prediction and verified to have certain medium-term prediction ability. Through this research, the methods of eliminating vaccine hesitancy are enriched, and a new practical idea is provided for eliminating vaccine hesitancy. It also provides a method to predict the quantity of COVID-19 vaccination, provides theoretical guidance for dynamically adjusting the public health policy of the COVID-19, and can provide reference for the vaccination of other vaccines. Frontiers Media S.A. 2023-01-30 /pmc/articles/PMC9922755/ /pubmed/36794073 http://dx.doi.org/10.3389/fpubh.2023.1018378 Text en Copyright © 2023 Xia, Li, Jiao and Lan. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Xia, Yixue Li, Qifeng Jiao, Wei Lan, Yuexin Dynamic mechanism of eliminating COVID-19 vaccine hesitancy through web search |
title | Dynamic mechanism of eliminating COVID-19 vaccine hesitancy through web search |
title_full | Dynamic mechanism of eliminating COVID-19 vaccine hesitancy through web search |
title_fullStr | Dynamic mechanism of eliminating COVID-19 vaccine hesitancy through web search |
title_full_unstemmed | Dynamic mechanism of eliminating COVID-19 vaccine hesitancy through web search |
title_short | Dynamic mechanism of eliminating COVID-19 vaccine hesitancy through web search |
title_sort | dynamic mechanism of eliminating covid-19 vaccine hesitancy through web search |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9922755/ https://www.ncbi.nlm.nih.gov/pubmed/36794073 http://dx.doi.org/10.3389/fpubh.2023.1018378 |
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