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Network Analysis: A Novel Method for Mapping Neonatal Acute Transport Patterns in California

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2017

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Kunz, Sarah N., John A. F. Zupancic, Joseph Rigdon, Ciaran S. Phibbs, Henry C. Lee, Jeffrey B. Gould, Jure Leskovec, and Jochen Profit. 2017. “Network Analysis: A Novel Method for Mapping Neonatal Acute Transport Patterns in California.” Journal of perinatology : official journal of the California Perinatal Association 37 (6): 702-708. doi:10.1038/jp.2017.20. http://dx.doi.org/10.1038/jp.2017.20.

Abstract

Objective: To use network analysis to describe the pattern of neonatal transfers in California, to compare empirical sub-networks with established referral regions, and to determine factors associated with transport outside the originating sub-network. Study Design This cross-sectional database study included 6546 infants <28 days old transported within California in 2012. After generating a graph representing acute transfers between hospitals (n=6696), we used community detection techniques to identify more tightly connected sub-networks. These empirically-derived sub-networks were compared to state-defined regional referral networks. Reasons for transfer between empirical sub-networks were assessed using logistic regression. Results: Empirical sub-networks showed significant overlap with regulatory regions (p <0.001). Transfer outside the empirical sub-network was associated with major congenital anomalies (p<0.001), need for surgery (p=0.01), and insurance as the reason for transfer (p<0.001). Conclusion: Network analysis accurately reflected empirical neonatal transfer patterns, potentially facilitating quantitative, rather than qualitative, analysis of regionalized health care delivery systems.

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