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A Topic Modeling Analysis of the Crisis Response Stage during the COVID-19 Pandemic

The core of disaster management is the ability to respond spontaneously and rapidly to unexpected situations and also to apply planned and adaptable responses that follow manuals and guidelines. This study aimed to observe the changes in information during the COVID-19 pandemic period by collecting...

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Detalles Bibliográficos
Autores principales: Cha, Kyung-Sook, Kim, Eun-Man
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9324636/
https://www.ncbi.nlm.nih.gov/pubmed/35886182
http://dx.doi.org/10.3390/ijerph19148331
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author Cha, Kyung-Sook
Kim, Eun-Man
author_facet Cha, Kyung-Sook
Kim, Eun-Man
author_sort Cha, Kyung-Sook
collection PubMed
description The core of disaster management is the ability to respond spontaneously and rapidly to unexpected situations and also to apply planned and adaptable responses that follow manuals and guidelines. This study aimed to observe the changes in information during the COVID-19 pandemic period by collecting and analyzing information announced on a hospital intranet by an infection control team. This study performed text mining of large amounts of data to investigate notices about in-hospital strategies towards COVID-19 to identify changes in the coping strategies during the pandemic. Notices announced within the infection control rooms of 12 university hospitals in South Korea from 1 January to 31 August 2020 were searched. Four representative topics were identified based on the stepwise keywords shown in the topic modeling analysis: (1) “Understanding the new infectious disease”, (2) “Preparation of a patient care and management system”, (3) “Prevention of spread and securing employee safety” and (4) “Improvement of the management system according to the revision of guidelines”. Countries where an infectious disease emerges should provide accurate information on the disease and guidelines to determine how to respond. Medical institutions must revise and complement them while considering their specific circumstances. To efficiently respond to an infectious disease crisis, governments and medical institutions must cooperate closely, and implementing a systematic response is crucial.
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spelling pubmed-93246362022-07-27 A Topic Modeling Analysis of the Crisis Response Stage during the COVID-19 Pandemic Cha, Kyung-Sook Kim, Eun-Man Int J Environ Res Public Health Article The core of disaster management is the ability to respond spontaneously and rapidly to unexpected situations and also to apply planned and adaptable responses that follow manuals and guidelines. This study aimed to observe the changes in information during the COVID-19 pandemic period by collecting and analyzing information announced on a hospital intranet by an infection control team. This study performed text mining of large amounts of data to investigate notices about in-hospital strategies towards COVID-19 to identify changes in the coping strategies during the pandemic. Notices announced within the infection control rooms of 12 university hospitals in South Korea from 1 January to 31 August 2020 were searched. Four representative topics were identified based on the stepwise keywords shown in the topic modeling analysis: (1) “Understanding the new infectious disease”, (2) “Preparation of a patient care and management system”, (3) “Prevention of spread and securing employee safety” and (4) “Improvement of the management system according to the revision of guidelines”. Countries where an infectious disease emerges should provide accurate information on the disease and guidelines to determine how to respond. Medical institutions must revise and complement them while considering their specific circumstances. To efficiently respond to an infectious disease crisis, governments and medical institutions must cooperate closely, and implementing a systematic response is crucial. MDPI 2022-07-07 /pmc/articles/PMC9324636/ /pubmed/35886182 http://dx.doi.org/10.3390/ijerph19148331 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
Cha, Kyung-Sook
Kim, Eun-Man
A Topic Modeling Analysis of the Crisis Response Stage during the COVID-19 Pandemic
title A Topic Modeling Analysis of the Crisis Response Stage during the COVID-19 Pandemic
title_full A Topic Modeling Analysis of the Crisis Response Stage during the COVID-19 Pandemic
title_fullStr A Topic Modeling Analysis of the Crisis Response Stage during the COVID-19 Pandemic
title_full_unstemmed A Topic Modeling Analysis of the Crisis Response Stage during the COVID-19 Pandemic
title_short A Topic Modeling Analysis of the Crisis Response Stage during the COVID-19 Pandemic
title_sort topic modeling analysis of the crisis response stage during the covid-19 pandemic
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9324636/
https://www.ncbi.nlm.nih.gov/pubmed/35886182
http://dx.doi.org/10.3390/ijerph19148331
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