Mini-Review: From measurement to prediction-a conceptual paradigm shift in assessing overcrowding in pediatric

Johanna T Meßner1, Melanie L Conrad2,3, Dennis Freuer4

  • 1Interdisciplinary Pediatric Emergency Department, Faculty of Medicine, University of Augsburg, Augsburg, Germany.

Frontiers in Pediatrics
|January 29, 2026
PubMed

Insights

Pediatric emergency departments (PEDs) face growing overcrowding. New predictive models and pediatric-specific measurement tools are emerging to address this challenge, shifting focus to proactive assessment.

Area of Science:

  • Pediatric Emergency Medicine
  • Healthcare Management
  • Health Services Research

Background:

  • Pediatric emergency departments (PEDs) globally face increasing overcrowding challenges.
  • Existing adult emergency medicine overcrowding measures lack pediatric-specific validation.
  • There is a scarcity of validated tools for assessing and predicting crowding in PEDs.

Purpose of the Study:

  • To synthesize recent developments in measuring and predicting PED overcrowding.
  • To examine conceptual and methodological advancements in the field since 2021.
  • To highlight the need for pediatric-specific and multicenter validated approaches.

Main Methods:

  • Narrative synthesis of literature published since 2021.
  • Conceptual examination of unidimensional metrics, multidimensional scores, and predictive models.
  • Analysis of the shift from retrospective to temporally oriented assessment methods.

Main Results:

  • Emergence of novel approaches, including the first predictive models for PED crowding.
  • Increased focus on temporally oriented, prospective assessment strategies.
  • Identification of a critical need for pediatric-specific validation and multicenter studies.

Conclusions:

  • Recent advancements offer promising solutions for managing PED overcrowding.
  • The development of pediatric-specific predictive models is crucial for proactive management.
  • Future research should prioritize multicenter validation of new measurement and prediction tools.

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