Literature DB >> 28034409

Visualizing the knowledge structure and evolution of big data research in healthcare informatics.

Dongxiao Gu1, Jingjing Li2, Xingguo Li3, Changyong Liang4.   

Abstract

BACKGROUND: In recent years, the literature associated with healthcare big data has grown rapidly, but few studies have used bibliometrics and a visualization approach to conduct deep mining and reveal a panorama of the healthcare big data field.
METHODS: To explore the foundational knowledge and research hotspots of big data research in the field of healthcare informatics, this study conducted a series of bibliometric analyses on the related literature, including papers' production trends in the field and the trend of each paper's co-author number, the distribution of core institutions and countries, the core literature distribution, the related information of prolific authors and innovation paths in the field, a keyword co-occurrence analysis, and research hotspots and trends for the future.
RESULTS: By conducting a literature content analysis and structure analysis, we found the following: (a) In the early stage, researchers from the United States, the People's Republic of China, the United Kingdom, and Germany made the most contributions to the literature associated with healthcare big data research and the innovation path in this field. (b) The innovation path in healthcare big data consists of three stages: the disease early detection, diagnosis, treatment, and prognosis phase, the life and health promotion phase, and the nursing phase. (c) Research hotspots are mainly concentrated in three dimensions: the disease dimension (e.g., epidemiology, breast cancer, obesity, and diabetes), the technical dimension (e.g., data mining and machine learning), and the health service dimension (e.g., customized service and elderly nursing).
CONCLUSION: This study will provide scholars in the healthcare informatics community with panoramic knowledge of healthcare big data research, as well as research hotspots and future research directions.
Copyright © 2016 Elsevier Ireland Ltd. All rights reserved.

Entities:  

Keywords:  Bibliometrics; Big data; Healthcare informatics; Knowledge management; Knowledge structure

Mesh:

Year:  2016        PMID: 28034409     DOI: 10.1016/j.ijmedinf.2016.11.006

Source DB:  PubMed          Journal:  Int J Med Inform        ISSN: 1386-5056            Impact factor:   4.046


  22 in total

Review 1.  Health Information Management: Changing with Time.

Authors:  S H Fenton; S Low; K J Abrams; K Butler-Henderson
Journal:  Yearb Med Inform       Date:  2017-09-11

2.  Integrating Smart Health in the US Health Care System: Infodemiology Study of Asthma Monitoring in the Google Era.

Authors:  Amaryllis Mavragani; Alexia Sampri; Karla Sypsa; Konstantinos P Tsagarakis
Journal:  JMIR Public Health Surveill       Date:  2018-03-12

Review 3.  Big Data's Role in Precision Public Health.

Authors:  Shawn Dolley
Journal:  Front Public Health       Date:  2018-03-07

4.  Assessing the Methods, Tools, and Statistical Approaches in Google Trends Research: Systematic Review.

Authors:  Amaryllis Mavragani; Gabriela Ochoa; Konstantinos P Tsagarakis
Journal:  J Med Internet Res       Date:  2018-11-06       Impact factor: 5.428

5.  A Bird's-Eye View of Exercise Intervention in Treating Depression Among Teenagers in the Last 20 Years: A Bibliometric Study and Visualization Analysis.

Authors:  Yanwei You; Dizhi Wang; Yuning Wang; Zhipeng Li; Xindong Ma
Journal:  Front Psychiatry       Date:  2021-06-18       Impact factor: 4.157

6.  Improving the Named Entity Recognition of Chinese Electronic Medical Records by Combining Domain Dictionary and Rules.

Authors:  Xianglong Chen; Chunping Ouyang; Yongbin Liu; Yi Bu
Journal:  Int J Environ Res Public Health       Date:  2020-04-14       Impact factor: 3.390

7.  Why Do Data Users Say Health Care Data Are Difficult to Use? A Cross-Sectional Survey Study.

Authors:  Ho Heon Kim; Bora Kim; Segyeong Joo; Soo-Yong Shin; Hyo Soung Cha; Yu Rang Park
Journal:  J Med Internet Res       Date:  2019-08-06       Impact factor: 5.428

Review 8.  "Nomen Omen": Exploring Connected Healthcare through the Perspective of Name Omen.

Authors:  Sonia Chien-I Chen; Chenglian Liu; Ridong Hu; Yiyi Mo; Xiupin Ye
Journal:  Healthcare (Basel)       Date:  2020-03-23

9.  A Bibliometric Analysis of the Development of ICD-11 in Medical Informatics.

Authors:  Donghua Chen; Runtong Zhang; Hongmei Zhao; Jiayi Feng
Journal:  J Healthc Eng       Date:  2019-12-25       Impact factor: 2.682

10.  Perceived Community Support, Users' Interactions, and Value Co-Creation in Online Health Community: The Moderating Effect of Social Exclusion.

Authors:  Wenlong Liu; Xiucheng Fan; Rongrong Ji; Yi Jiang
Journal:  Int J Environ Res Public Health       Date:  2019-12-27       Impact factor: 3.390

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.