School of Medical Informatics and Engineering, Southwest Medical University, Luzhou, China.
Department of Prosthodontics, Affiliated Hospital of Stomatology, Southwest Medical University, Luzhou, China.
Comput Methods Programs Biomed. 2018 Oct;164:75-85. doi: 10.1016/j.cmpb.2018.07.001. Epub 2018 Jul 3.
As the world's second largest economy, China makes unique contributions to the world in many fields, including sociology, the economy, technology and defense. Medical informatics (MI) is an important cross-disciplinary field that, along with its applications, has received massive funding from the Chinese government. However, the question of how to evaluate China's input and output in MI remains important and complex issue of great significance for China and the rest of the world.
This paper analyzed, for the first time, the quality and quantity of research by Chinese academics in MI based on their articles published in international specialty journals in recent years and examined MI research hotspots in China. Our purpose is to summarize the experiences and lessons learned by China and the rest of the world as they develop MI.
We targeted 18 MI journals listed in the JCR 2016 report and searched for papers published by Chinese academics in these 18 journals in the WOS and PUBMED databases and on journal sites. We also performed data cleansing and categorized the obtained information. We used Excel, SPSS, Ucinet and NetDraw to conduct quantitative analyses on the research papers.
A total of 1340 articles satisfied the inclusion criteria of this study. We observed a significant upward trend in the number of articles published over time, particularly after 2011. Lei Jianbo, Huang Zhengxing and Li Jin-song are active Chinese authors in the MI discipline who have written many high-quality publications. Meanwhile, universities remain the primary breeding grounds for scientific research: 93.36% of the articles came from universities. Zhejiang University published the most first-author articles, whereas Zhejiang University, Shanghai Jiao Tong University and Tsinghua University produced 17.76% of the total articles. According to the lists of authors, 24% of the papers were co-authored with foreign researchers. This rate of cooperation is increasing each year, from 5.88% to the current rate of 39.04%. An analysis of keywords showed that "EMR", "SVM", "Authentication", "Telecare medical information system", "EEG", "ECG" and "RFID" were the most frequently searched terms in popular technological fields, including artificial intelligence and image processing. In recent years, there has been a significant increase in the number of high-frequency keywords and a broadening range of research fields, which has led to the emergence of several research hotspots, including MI systems, mobile health care, telecare, data mining and machine learning.
Through the quantitative analysis of publications, we discovered the emergence of three stages - infancy, slow growth and rapid growth - in China's MI research in recent years as academics make achievements in their research works. The global influence of Chinese academics is growing, and they are making increasingly conscious efforts to enter into research collaborations with foreign researchers. The findings of Chinese academics' publications are gaining international recognition.
中国作为世界第二大经济体,在社会学、经济、技术和国防等多个领域为世界做出了独特贡献。医学信息学(MI)是一个重要的跨学科领域,其应用得到了中国政府的大量资金支持。然而,如何评估中国在 MI 方面的投入和产出仍然是一个重要而复杂的问题,对中国和世界其他地区都具有重要意义。
本研究首次分析了近年来中国学者在国际专业期刊上发表的 MI 研究的质量和数量,并探讨了中国 MI 研究的热点。我们的目的是总结中国和世界其他地区在发展 MI 方面的经验教训。
我们以 2016 年 JCR 报告中列出的 18 种 MI 期刊为目标,在 WOS 和 PUBMED 数据库以及期刊网站上搜索中国学者在这 18 种期刊上发表的论文。我们还进行了数据清理和信息分类。我们使用 Excel、SPSS、Ucinet 和 NetDraw 对研究论文进行定量分析。
共有 1340 篇文章符合本研究的纳入标准。我们观察到随着时间的推移,发表的文章数量呈显著上升趋势,特别是在 2011 年之后。雷剑波、黄正行和李金松是 MI 学科的活跃中国作者,发表了许多高质量的出版物。同时,大学仍然是科学研究的主要发源地:93.36%的文章来自大学。浙江大学发表的第一作者文章最多,而浙江大学、上海交通大学和清华大学发表的文章占总数的 17.76%。根据作者名单,24%的论文是与外国研究人员合作撰写的。这种合作率每年都在增加,从 5.88%增加到目前的 39.04%。关键词分析表明,“电子病历”、“支持向量机”、“认证”、“远程医疗信息系统”、“脑电图”、“心电图”和“射频识别”是人工智能和图像处理等热门技术领域中最常搜索的术语。近年来,高频关键词数量显著增加,研究领域不断拓宽,出现了 MI 系统、移动医疗、远程医疗、数据挖掘和机器学习等几个研究热点。
通过对文献的定量分析,我们发现近年来中国 MI 研究经历了三个阶段——起步阶段、缓慢增长阶段和快速增长阶段,学者们在研究工作中取得了成就。中国学者的国际影响力不断增强,他们越来越有意识地与外国研究人员开展合作研究。中国学者发表的研究成果得到了国际认可。