Medical informatics research trend analysis: A text mining approach. (December 2018)

• Record Type: Journal Article
• Authors: Kim, Yong-Mi; Delen, Dursun
• Is Part Of: Health informatics journal. Volume 24:Number 4(2018)
• Page Start: 432
• Page End: 452
• Publication Date: 2018-12
• Subjects: cluster analysis -- electronic health records -- medical informatics -- PubMed -- text mining; Medical informatics -- Periodicals; 610.285
• DOI: 10.1177/1460458216678443
• Languages: English
• ISSNs: 1460-4582

Abstract

The objective of this research is to identify major subject areas of medical informatics and explore the time-variant changes therein. As such it can inform the field about where medical informatics research has been and where it is heading. Furthermore, by identifying subject areas, this study identifies the development trends and the boundaries of medical informatics as an academic field. To conduct the study, first we identified 26, 307 articles in PubMed archives which were published in the top medical informatics journals within the timeframe of 2002 to 2013. And then, employing a text mining -based semi-automated analytic approach, we clustered major research topics by analyzing the most frequently appearing subject terms extracted from the abstracts of these articles. The results indicated that some subject areas, such as biomedical, are declining, while other research areas such as health information technology (HIT), Internet-enabled research, and electronic medical/health records (EMR/EHR), are growing. The changes within the research subject areas can largely be attributed to the increasing capabilities and use of HIT. The Internet, for example, has changed the way medical research is conducted in the health care field. While discovering new medical knowledge through clinical and biological experiments is important, the utilization of EMR/EHR enabled the researchers to discover novel medical insight buried deep inside massive data sets, and hence, data analytics research has become a common complement in the medical field, rapidly growing in popularity.