Synergistic patient factors are driving recent increased pediatric urgent care demand

Emily Lehan1, Peyton Briand1,2, Eileen O'Brien1,2

  • 1Department of Pediatrics, Queen's University, Kingston, Ontario, Canada.

PLOS Digital Health
|August 22, 2024
PubMed

Insights

Pediatric urgent care visits surged due to decreased primary care access and increased infectious illnesses. Machine learning identified longer stays and specific diagnoses as key factors in this demand increase.

Area of Science:

  • Pediatric healthcare utilization
  • Public health trends
  • Healthcare system analysis

Background:

  • Pediatric urgent care centers (UCCs) are crucial for timely medical attention.
  • Understanding factors driving UCC demand is essential for resource allocation and service planning.
  • Recent years have seen a notable increase in pediatric UCC visits, necessitating investigation into underlying causes.

Purpose of the Study:

  • To model the factors contributing to the escalating demand at a local pediatric urgent care center.
  • To analyze trends in pediatric urgent care visits using high-fidelity patient data.
  • To identify key predictors of increased urgent care utilization in pediatric populations.

Main Methods:

  • Retrospective cohort study of 164,660 pediatric urgent care visits (2006-2022).
  • Analysis of patient demographics, chief complaints, triage urgency, visit duration, diagnoses, and discharge information.
  • Application of locally estimated scatterplot smoothing splines for trend analysis and random forest machine learning for feature importance using the tidymodels R package.

Main Results:

  • A significant increase in daily urgent care visits was observed, accelerating in 2021-2022.
  • The proportion of patients lacking primary care was 2.5 times higher in 2022 compared to 2013.
  • Machine learning identified longer length of stay, later registration, infectious illness diagnosis, and younger age as critical predictors for visits in 2022.

Conclusions:

  • Declining primary care access is a significant driver of increased pediatric urgent care demand.
  • The prevalence of circulating viral infections and evolving chief complaints contribute to higher visit frequency and duration.
  • Addressing primary care accessibility and understanding infection patterns are crucial for managing pediatric urgent care services.
Abstract

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