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Contribution of radiation education to anxiety reduction among Fukushima Daiichi Nuclear Power Plant workers: a cross sectional study using a text mining method

The purpose of this study is to investigate the frequency of education, knowledge of radiation and workplace anxiety of Fukushima Daiichi Nuclear Power Plant (FDNPP) workers and to analyze what type of words are used for anxiety with a text mining method. An original questionnaire survey was given t...

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Autores principales: Okazaki, Ryuji, Satoh, Kenichi, Hasegawa, Arifumi, Matsuda, Naoki, Kato, Takaaki, Kanda, Reiko, Shimada, Yoshiya, Hayashi, Takuya, Kohzaki, Masaoki, Mafune, Kosuke, Mori, Koji
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8776688/
https://www.ncbi.nlm.nih.gov/pubmed/34725708
http://dx.doi.org/10.1093/jrr/rrab101
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author Okazaki, Ryuji
Satoh, Kenichi
Hasegawa, Arifumi
Matsuda, Naoki
Kato, Takaaki
Kanda, Reiko
Shimada, Yoshiya
Hayashi, Takuya
Kohzaki, Masaoki
Mafune, Kosuke
Mori, Koji
author_facet Okazaki, Ryuji
Satoh, Kenichi
Hasegawa, Arifumi
Matsuda, Naoki
Kato, Takaaki
Kanda, Reiko
Shimada, Yoshiya
Hayashi, Takuya
Kohzaki, Masaoki
Mafune, Kosuke
Mori, Koji
author_sort Okazaki, Ryuji
collection PubMed
description The purpose of this study is to investigate the frequency of education, knowledge of radiation and workplace anxiety of Fukushima Daiichi Nuclear Power Plant (FDNPP) workers and to analyze what type of words are used for anxiety with a text mining method. An original questionnaire survey was given to FDNPP workers, and a text mining method was used to extract information from free-entry fields. The questionnaires were collected from 1135 workers (response rate: 70.8%). It was found that when workers receive education on radiation, the increased knowledge helps to reduce their anxiety. Among the 1135 workers, 92 of 127 completed the free-entry field with valid entries. Seventy-one words were extracted by the text mining method. The words used differed depending on the degree of anxiety. The text mining method revealed information about the presence or absence of radiation anxiety and the subjects’ working environment and background.
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spelling pubmed-87766882022-01-21 Contribution of radiation education to anxiety reduction among Fukushima Daiichi Nuclear Power Plant workers: a cross sectional study using a text mining method Okazaki, Ryuji Satoh, Kenichi Hasegawa, Arifumi Matsuda, Naoki Kato, Takaaki Kanda, Reiko Shimada, Yoshiya Hayashi, Takuya Kohzaki, Masaoki Mafune, Kosuke Mori, Koji J Radiat Res Fundamental Radiation Science The purpose of this study is to investigate the frequency of education, knowledge of radiation and workplace anxiety of Fukushima Daiichi Nuclear Power Plant (FDNPP) workers and to analyze what type of words are used for anxiety with a text mining method. An original questionnaire survey was given to FDNPP workers, and a text mining method was used to extract information from free-entry fields. The questionnaires were collected from 1135 workers (response rate: 70.8%). It was found that when workers receive education on radiation, the increased knowledge helps to reduce their anxiety. Among the 1135 workers, 92 of 127 completed the free-entry field with valid entries. Seventy-one words were extracted by the text mining method. The words used differed depending on the degree of anxiety. The text mining method revealed information about the presence or absence of radiation anxiety and the subjects’ working environment and background. Oxford University Press 2021-11-01 /pmc/articles/PMC8776688/ /pubmed/34725708 http://dx.doi.org/10.1093/jrr/rrab101 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of The Japanese Radiation Research Society and Japanese Society for Radiation Oncology. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Fundamental Radiation Science
Okazaki, Ryuji
Satoh, Kenichi
Hasegawa, Arifumi
Matsuda, Naoki
Kato, Takaaki
Kanda, Reiko
Shimada, Yoshiya
Hayashi, Takuya
Kohzaki, Masaoki
Mafune, Kosuke
Mori, Koji
Contribution of radiation education to anxiety reduction among Fukushima Daiichi Nuclear Power Plant workers: a cross sectional study using a text mining method
title Contribution of radiation education to anxiety reduction among Fukushima Daiichi Nuclear Power Plant workers: a cross sectional study using a text mining method
title_full Contribution of radiation education to anxiety reduction among Fukushima Daiichi Nuclear Power Plant workers: a cross sectional study using a text mining method
title_fullStr Contribution of radiation education to anxiety reduction among Fukushima Daiichi Nuclear Power Plant workers: a cross sectional study using a text mining method
title_full_unstemmed Contribution of radiation education to anxiety reduction among Fukushima Daiichi Nuclear Power Plant workers: a cross sectional study using a text mining method
title_short Contribution of radiation education to anxiety reduction among Fukushima Daiichi Nuclear Power Plant workers: a cross sectional study using a text mining method
title_sort contribution of radiation education to anxiety reduction among fukushima daiichi nuclear power plant workers: a cross sectional study using a text mining method
topic Fundamental Radiation Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8776688/
https://www.ncbi.nlm.nih.gov/pubmed/34725708
http://dx.doi.org/10.1093/jrr/rrab101
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