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韩国注册护士离职意愿的研究主题趋势:基于主题模型的分析

Research Topic Trends on Turnover Intention among Korean Registered Nurses: An Analysis Using Topic Modeling.

作者信息

Lee Jung Lim, Kim Youngji

机构信息

Department of Nursing, Daejeon University, Daejeon-si 34520, Republic of Korea.

Department of Nursing, College of Nursing and Health, Kongju National University, Kongju-si 32588, Republic of Korea.

出版信息

Healthcare (Basel). 2023 Apr 15;11(8):1139. doi: 10.3390/healthcare11081139.

Abstract

This study aimed to explore research topic trends on turnover intention among Korean hospital nurses by analyzing the keywords and topics of related articles. Methods: This text-mining study collected, processed, and analyzed text data from 390 nursing articles published between 1 January 2010 and 30 June 2021 that were collected via search engines. The collected unstructured text data were preprocessed, and the NetMiner program was used to perform keyword analysis and topic modeling. Results: The word with the highest degree centrality was "job satisfaction", the word with the highest betweenness centrality was "job satisfaction", and the word with the highest closeness centrality and frequency was "job stress". The top 10 keywords in both the frequency analysis and the 3 centrality analyses included "job stress", "burnout", "organizational commitment", "emotional labor", "job", and "job embeddedness". The 676 preprocessed key words were categorized into five topics: "job", "burnout", "workplace bullying", "job stress", and "emotional labor". Since many individual-level factors have already been thoroughly investigated, future research should concentrate on enabling successful organizational interventions that extend beyond the microsystem.

摘要

本研究旨在通过分析相关文章的关键词和主题,探讨韩国医院护士离职意愿的研究主题趋势。方法:本文本挖掘研究收集、处理并分析了通过搜索引擎收集的2010年1月1日至2021年6月30日期间发表的390篇护理文章的文本数据。对收集到的非结构化文本数据进行预处理,并使用NetMiner程序进行关键词分析和主题建模。结果:中心度最高的词是“工作满意度”,中介中心度最高的词是“工作满意度”,接近中心度和频率最高的词是“工作压力”。频率分析和三种中心度分析中排名前10的关键词包括“工作压力”“职业倦怠”“组织承诺”“情绪劳动”“工作”和“工作嵌入性”。676个预处理关键词被分为五个主题:“工作”“职业倦怠”“职场霸凌”“工作压力”和“情绪劳动”。由于许多个体层面的因素已经得到充分研究,未来的研究应集中于实现超越微观系统的成功组织干预措施。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b202/10138232/8ffcff73aea2/healthcare-11-01139-g001.jpg

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