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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...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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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. |
format | Online Article Text |
id | pubmed-8776688 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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