IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v19y2022i14p8331-d858059.html
   My bibliography  Save this article

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

Author

Listed:
  • Kyung-Sook Cha

    (Department of Nursing Science, Sun Moon University, 70 Sunmoon-ro 221 beon-gil, Tangjeong-myeon, Asan-si 31460, Korea)

  • Eun-Man Kim

    (Department of Nursing Science, Sun Moon University, 70 Sunmoon-ro 221 beon-gil, Tangjeong-myeon, Asan-si 31460, Korea)

Abstract

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.

Suggested Citation

  • Kyung-Sook Cha & Eun-Man Kim, 2022. "A Topic Modeling Analysis of the Crisis Response Stage during the COVID-19 Pandemic," IJERPH, MDPI, vol. 19(14), pages 1-15, July.
  • Handle: RePEc:gam:jijerp:v:19:y:2022:i:14:p:8331-:d:858059
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/19/14/8331/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/19/14/8331/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Rosario Barranco & Luca Vallega Bernucci Du Tremoul & Francesco Ventura, 2021. "Hospital-Acquired SARS-Cov-2 Infections in Patients: Inevitable Conditions or Medical Malpractice?," IJERPH, MDPI, vol. 18(2), pages 1-9, January.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Rosario Barranco & Isabella Caristo & Filippo Spigno & Marta Ponzano & Alessio Trevisan & Alessio Signori & Antonio Di Biagio & Francesco Ventura, 2022. "Management of the Medico-Legal Dispute of Healthcare-Related SARS-CoV-2 Infections: Evaluation Criteria and Case Study in a Large University Hospital in Northwest Italy from 2020 to 2021," IJERPH, MDPI, vol. 19(24), pages 1-13, December.
    2. Amir Elalouf & Rubanenko Moran & Bernstein Yaron & Michal Oman, 2022. "Pediatric Dental Emergency Visits and Treatment during Lockdown in the COVID-19 Pandemic: A Retrospective Study," IJERPH, MDPI, vol. 19(7), pages 1-14, March.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:19:y:2022:i:14:p:8331-:d:858059. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.