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Title: Network Analysis of Academic Medical Center Websites in the United States

Journal Article · · Scientific Data
 [1];  [2]; ORCiD logo [3];  [4];  [5];  [6];  [7];  [1]
  1. Massachusetts General Hospital, Boston, MA (United States)
  2. Univ. of Toronto, ON (Canada)
  3. Oregon Health & Science Univ., Portland, OR (United States)
  4. Campbell Univ., Lillington, NC (United States)
  5. Harvard Univ., Cambridge, MA (United States)
  6. Texas A & M Univ., College Station, TX (United States); Brookhaven National Laboratory (BNL), Upton, NY (United States)
  7. Univ. of California, Riverside, CA (United States)

Healthcare resources are published annually in repositories such as the AHA Annual Survey DatabaseTM. However, these data repositories are created via manual surveying techniques which are cumbersome in collection and not updated as frequently as website information of the respective hospital systems represented. Also, this resource is not widely available to patients in an easy-to-use format. Network analysis techniques have the potential to create topological maps which serve to aid in pathfinding for patients in their search for healthcare services. This study explores the topological structure of forty United States academic health center websites. Network analysis is utilized to analyze and visualize 48,686 webpages. Several elements of network structure are examined including basic network properties, and centrality measures distributions. The Louvain community detection algorithm is used to examine the extent to which these techniques allow identification of healthcare resources within networks. The results indicate that websites with related healthcare services tend to form observable clusters useful in mapping key resources within a hospital system.

Research Organization:
Brookhaven National Laboratory (BNL), Upton, NY (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Advanced Scientific Computing Research
Grant/Contract Number:
SC0012704
OSTI ID:
1986316
Report Number(s):
BNL-224539-2023-JAAM
Journal Information:
Scientific Data, Journal Name: Scientific Data Journal Issue: 1 Vol. 10; ISSN 2052-4463
Publisher:
Nature Publishing GroupCopyright Statement
Country of Publication:
United States
Language:
English

References (41)

Academic Medical Center Network Graph Data dataset January 2022
Academic Medical Center Interactive Network Visualization dataset January 2022
Size-dependent degree distribution of a scale-free growing network journal May 2001
Academic Medical Center Network-wide Metrics dataset January 2022
Academic Medical Center Degree Distribution dataset January 2022
Academic Medical Center Degree Distribution dataset January 2022
A Survey of Text Clustering Algorithms book January 2012
The centrality index of a graph journal December 1966
Comparative Analysis of Biological Networks: Hidden Markov model and Markov chain-based approach journal January 2012
Network Analysis book January 2001
Social Network Analysis book January 1994
Academic Medical Center Node-specific Metrics dataset January 2022
Evaluating node importance in complex networks based on factor analysis conference December 2011
Using internal link and social network analysis to support searches in Wikipedia: A model and its evaluation journal March 2011
Academic Medical Center Network Graph Data dataset January 2022
Academic Medical Center Network Graph Data dataset January 2022
Academic Medical Center Interactive Network Visualization dataset January 2022
An Analysis of US Academic Medical Center Websites: Usability Study
  • Gale, Jonathan James; Black, Kameron Collin; Calvano, Joshua David
  • Journal of Medical Internet Research, Vol. 23, Issue 12 https://doi.org/10.2196/27750
journal December 2021
Modularity and community structure in networks journal May 2006
Exploring the presentation of HPV information online: A semantic network analysis of websites journal June 2015
Academic Medical Center Static Network Visualization dataset January 2022
Community structure in social and biological networks journal June 2002
National Survey of Preventive Health Services in US Emergency Departments journal February 2011
Structural social capital and hotel performance: Is there a link? journal February 2014
Emergence of Scaling in Random Networks journal October 1999
Academic Medical Center Degree Distribution dataset January 2022
Hyperlink network analysis of a multi destination region: the case of Halland, South Sweden journal March 2018
On the Importance of Hyperlinks: A Network Science Approach book January 2009
The anatomy of a large-scale hypertextual Web search engine journal April 1998
Hyperlink Network Analysis of a Tourism Destination journal May 2017
A descriptive study of fracture networks in rocks using complex network metrics journal March 2016
Academic Medical Center Static Network Visualization dataset January 2022
A glossary of terms for navigating the field of social network analysis journal December 2004
Evaluating Node Importance with Multi-Criteria conference December 2010
Academic Medical Center Network-wide Metrics dataset January 2022
Academic Medical Center Top-level URLs dataset January 2022
Academic Medical Center Node-specific Metrics dataset January 2022
RankClus
  • Sun, Yizhou; Han, Jiawei; Zhao, Peixiang
  • Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology https://doi.org/10.1145/1516360.1516426
conference March 2009
Academic Medical Center Top-level URLs dataset January 2022
Academic Medical Center Node-specific Metrics dataset January 2022
Academic Medical Center Static Network Visualization dataset January 2022