BACKGROUND
The last 25 years have been a period of innovation in the area of medical informatics. The International Medical Informatics Association (IMIA) has published, every year for the last quarter century, the Yearbook of Medical Informatics, collating selected papers from various journals in an attempt to provide a summary of the academic medical informatics literature. The objective of this paper is to visualize the evolution of the medical informatics field over the last 25 years according to the frequency of word occurrences in the papers published in the IMIA Yearbook of Medical Informatics.
METHODS
A literature review was conducted examining the IMIA Yearbook of Medical Informatics between 1992 and 2015. These references were collated into a reference manager application to examine the literature using keyword searches, word clouds, and topic clustering. The data was considered in its entirety, as well as segregated into 3 time periods to examine the evolution of main trends over time. Several methods were used, including word clouds, cluster maps, and custom developed web-based information dashboards.
RESULTS
The literature search resulted in a total of 1210 references published in the Yearbook, of which 213 references were excluded, resulting in 997 references for visualization. Overall, we found that publications were more technical and methods-oriented between 1992 and 1999; more clinically and patient-oriented between 2000 and 2009; and noted the emergence of "big data", decision support, and global health in the past decade between 2010 and 2015. Dashboards were additionally created to show individual reference data, as well as, aggregated information.
CONCLUSION
Medical informatics is a vast and expanding area with new methods and technologies being researched, implemented, and evaluated. Determining visualization approaches that enhance our understanding of literature is an active area of research, and like medical informatics, is constantly evolving as new software and algorithms are developed. This paper examined several approaches for visualizing the medical informatics literature to show historical trends, associations, and aggregated summarized information to illustrate the state and changes in the IMIA Yearbook publications over the last quarter century.
[1]
Shawn M. Douglas,et al.
PubNet: a flexible system for visualizing literature derived networks
,
2005,
Genome Biology.
[2]
Ann Griffin,et al.
Good Medical Practice: what are we trying to say? Textual analysis using tag clouds
,
2010,
Medical education.
[3]
Dean Yergens,et al.
KSv2: Application for Enhancing Scoping and Systematic Reviews
,
2012,
AMIA.
[4]
Dawid Weiss,et al.
Lingo: Search Results Clustering Algorithm Based on Singular Value Decomposition
,
2004,
Intelligent Information Systems.
[5]
Chaomei Chen,et al.
CiteSpace II: Visualization and Knowledge Discovery in Bibliographic Databases
,
2005,
AMIA.
[6]
S. Patten,et al.
An overview of the statistical methods reported by studies using the Canadian community health survey
,
2014,
BMC Medical Research Methodology.
[7]
Dean Yergens,et al.
Visualization of Publication Timelines using 4K Monitors
,
2014,
AMIA.
[8]
Health Information Technology Challenges to Support Patient-Centered Care Coordination.
,
2015,
Yearbook of medical informatics.
[9]
Fredric M. Wolf,et al.
Publication trends in the medical informatics literature: 20 years of "Medical Informatics" in MeSH
,
2009,
BMC Medical Informatics Decis. Mak..
[10]
Chaomei Chen,et al.
Visual Exploration of Landmarks and Trends In the Medical Informatics Literature
,
2005,
AMIA.
[11]
George I. Mihalas.
Evolution of Trends in European Medical Informatics
,
2014,
Acta Informatica Medica.