Network analysis of medical care services

Health Informatics J. 2020 Sep;26(3):1631-1658. doi: 10.1177/1460458219887047. Epub 2019 Nov 18.

Abstract

Medical care services can be organized into a network. Understanding the structure of this network cannot only help analyze common clinical protocols but can also help reveal previously unknown patterns of care. The objective of this research is to introduce the concept and methods for constructing and analyzing the network of medical care services. We start by demonstrating how to build the network itself and then develop algorithms, based on principal component analysis and social network analysis, to detect communities of services. Finally, we propose novel graphical techniques for representing and assessing patterns of care. We demonstrate the application of our algorithms using data from an Emergency Department in New York State. One of the implications of our research is that clinical experts could use our algorithms to detect deviations from either existing protocols of care or administrative norms.

Keywords: medical care services; principal component analysis; social network analysis.

MeSH terms

  • Health Services*
  • Humans
  • Network Meta-Analysis
  • New York