Research Trends on Doctors’ Competencies in Korea Using Text Network Analysis

Youngjon Kim, Jea Woog Lee, S. Yune
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Abstract

We use the concept of the “doctor’s role” as a guideline for developing medical education programs for medical students, residents, and doctors. Therefore, we should regularly reflect on the times and social needs to develop a clear sense of that role. The objective of the present study was to understand the knowledge structure related to doctors’ job competencies in Korea. We analyzed research trends related to doctors’ job competencies in Korea Citation Index journals using text network analysis through an integrative approach focusing on identifying social issues. We finally selected 1,354 research papers related to doctors’ job competencies from 2011 to 2020, and we analyzed 2,627 words through data pre-processing with the NetMiner ver. 4.2 program (Cyram Inc., Seongnam, Korea). We conducted keyword centrality analysis, topic modeling, frequency analysis, and linear regression analysis using NetMiner ver. 4.2 (Cyram Inc.) and IBM SPSS ver. 23.0 (IBM Corp., Armonk, NY, USA). As a result of the study, words such as “family,” “revision,” and “rejection” appeared frequently. In topic modeling, we extracted five potential topics: “topic 1: Life and death in medical situations,” “topic 2: Medical practice under the Medical Act,” “topic 3: Medical malpractice and litigation,” “topic 4: Medical professionalism,” and “topic 5: Competency development education for medical students.” Although there were no statistically significant changes in the research trends for each topic over time, it is nonetheless known that social changes could affect the demand for doctors’ job competencies.
利用文本网络分析研究韩国医生能力的趋势
我们以 "医生的角色 "这一概念为指导,为医学生、住院医师和医生制定医学教育计划。因此,我们应定期反思时代和社会需求,形成清晰的角色意识。本研究旨在了解韩国医生工作能力的相关知识结构。我们使用文本网络分析法分析了《韩国引文索引》期刊中与医生工作能力相关的研究趋势,通过综合方法重点识别社会问题。最后,我们选取了 2011 年至 2020 年与医生工作能力相关的 1,354 篇研究论文,通过 NetMiner ver.4.2 程序(Cyram Inc.)我们使用 NetMiner ver.4.2 (Cyram Inc.) 和 IBM SPSS ver.23.0 (IBM Corp., Armonk, NY, USA)。研究结果显示,"家庭"、"修订 "和 "拒绝 "等词出现频率较高。在主题建模中,我们提取了五个潜在主题:"主题 1:医疗环境中的生与死"、"主题 2:《医疗法》规定的医疗行为"、"主题 3:医疗事故和诉讼"、"主题 4:医学职业精神 "和 "主题 5:医学生能力培养教育"。虽然每个专题的研究趋势在统计上没有显著的变化,但众所周知,社会变化可能会影响对医生工作能力的需求。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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