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利用文本挖掘方法研究福岛第一核电站工作人员的辐射教育对减少焦虑的贡献:一项横断面研究。

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

出版信息

J Radiat Res. 2022 Jan 20;63(1):44-50. doi: 10.1093/jrr/rrab101.

Abstract

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.

摘要

本研究旨在调查福岛第一核电站(FDNPP)工作人员的辐射教育、知识和工作场所焦虑频率,并通过文本挖掘方法分析用于焦虑的词汇类型。我们向 FDNPP 工作人员发放了原始问卷,并使用文本挖掘方法从自由输入字段中提取信息。共收集了 1135 名工作人员的问卷(回复率:70.8%)。结果发现,当工人接受辐射教育时,增加的知识有助于减轻他们的焦虑。在这 1135 名工作人员中,127 名完成了有效自由输入字段的工作人员中,有 92 名。通过文本挖掘方法提取了 71 个词汇。所使用的词汇因焦虑程度而异。文本挖掘方法揭示了有关辐射焦虑的有无以及工作人员的工作环境和背景的信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2d53/8776688/90f7a329c269/rrab101f1.jpg

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