• Ann Emerg Med · Sep 2017

    Cluster Analysis of Acute Care Use Yields Insights for Tailored Pediatric Asthma Interventions.

    • Mahshid Abir, Aaron Truchil, Dawn Wiest, Daniel B Nelson, Jason E Goldstick, Paul Koegel, Marie M Lozon, Hwajung Choi, and Jeffrey Brenner.
    • Department of Emergency Medicine, Acute Care Research Unit, University of Michigan, Ann Arbor, MI; RAND Corporation, Santa Monica, CA. Electronic address: mahshida@med.umich.edu.
    • Ann Emerg Med. 2017 Sep 1; 70 (3): 288-299.e2.

    Study ObjectiveWe undertake this study to understand patterns of pediatric asthma-related acute care use to inform interventions aimed at reducing potentially avoidable hospitalizations.MethodsHospital claims data from 3 Camden city facilities for 2010 to 2014 were used to perform cluster analysis classifying patients aged 0 to 17 years according to their asthma-related hospital use. Clusters were based on 2 variables: asthma-related ED visits and hospitalizations. Demographics and a number of sociobehavioral and use characteristics were compared across clusters.ResultsChildren who met the criteria (3,170) were included in the analysis. An examination of a scree plot showing the decline in within-cluster heterogeneity as the number of clusters increased confirmed that clusters of pediatric asthma patients according to hospital use exist in the data. Five clusters of patients with distinct asthma-related acute care use patterns were observed. Cluster 1 (62% of patients) showed the lowest rates of acute care use. These patients were least likely to have a mental health-related diagnosis, were less likely to have visited multiple facilities, and had no hospitalizations for asthma. Cluster 2 (19% of patients) had a low number of asthma ED visits and onetime hospitalization. Cluster 3 (11% of patients) had a high number of ED visits and low hospitalization rates, and the highest rates of multiple facility use. Cluster 4 (7% of patients) had moderate ED use for both asthma and other illnesses, and high rates of asthma hospitalizations; nearly one quarter received care at all facilities, and 1 in 10 had a mental health diagnosis. Cluster 5 (1% of patients) had extreme rates of acute care use.ConclusionDifferences observed between groups across multiple sociobehavioral factors suggest these clusters may represent children who differ along multiple dimensions, in addition to patterns of service use, with implications for tailored interventions.Copyright © 2017 American College of Emergency Physicians. Published by Elsevier Inc. All rights reserved.

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