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Forecast modeling to identify changes in pediatric emergency department utilization during the COVID-19 pandemic
Sriram Ramgopal1, Jonathan H Pelletier2, Jaskaran Rakkar2
1Division of Emergency Medicine, Ann & Robert H. Lurie Children's Hospital of Chicago, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America.
Insights
Pediatric emergency department (ED) visits significantly decreased in 2020 compared to previous years, with most diagnoses falling below forecasted rates. This trend suggests potential unmet healthcare needs among children post-pandemic.
Area of Science:
- Pediatric Emergency Medicine
- Public Health
- Epidemiology
Background:
- The COVID-19 pandemic has impacted healthcare utilization globally.
- Understanding trends in pediatric emergency department (ED) visits is crucial for assessing healthcare access and needs.
Purpose of the Study:
- To identify and analyze trends in pediatric emergency department (ED) utilization from 2010 to 2020.
- To compare actual ED encounter data in 2020 with forecasted trends based on pre-pandemic data.
Main Methods:
- A cross-sectional study analyzed 29,787,815 ED encounters from 37 US children's hospitals (2010-2020).
- Time-series analysis and ensemble forecasting models were used to predict diagnoses and admissions based on 2010-2019 data.
- 2020 data was compared against these forecasts to identify deviations.
Main Results:
- Overall pediatric ED encounters in 2020 were lower than prior years, with a 65.1% decrease in April compared to the 2010-2019 average.
- Encounters for depression and diabetic ketoacidosis remained within predicted confidence intervals.
- Most other diagnoses, including common conditions like fever, asthma, and trauma, fell below forecasted utilization rates in 2020.
Conclusions:
- Pediatric ED utilization remained low post-pandemic, with most diagnoses showing substantial declines below forecasted rates.
- The persistent decrease in visits for certain conditions may indicate unmet healthcare needs among children.
- Further research is needed to understand the long-term impact of pandemic-related policies on pediatric healthcare access.
Objective:
To identify trends in pediatric emergency department (ED) utilization following the COVID-19 pandemic.
Methods:
We performed a cross-sectional study from 37 geographically diverse US children's hospitals. We included ED encounters between January 1, 2010 and December 31, 2020, transformed into time-series data. We constructed ensemble forecasting models of the most common presenting diagnoses and the most common diagnoses leading to admission, using data from 2010 through 2019. We then compared the most common presenting diagnoses and the most common diagnoses leading to admission in 2020 to the forecasts.
Results:
29,787,815 encounters were included, of which 1,913,085 (6.4%) occurred during 2020. ED encounters during 2020 were lower compared to prior years, with a 65.1% decrease in April relative to 2010-2019. In forecasting models, encounters for depression and diabetic ketoacidosis remained within the 95% confidence interval [CI]; fever, bronchiolitis, hyperbilirubinemia, skin/subcutaneous infections and seizures occurred within the 80-95% CI during the portions of 2020, and all other diagnoses (abdominal pain, otitis media, asthma, pneumonia, trauma, upper respiratory tract infections, and urinary tract infections) occurred below the predicted 95% CI.
Conclusion:
Pediatric ED utilization has remained low following the COVID-19 pandemic, and below forecasted utilization for most diagnoses. Nearly all conditions demonstrated substantial declines below forecasted rates from the prior decade and which persisted through the end of the year. Some declines in non-communicable diseases may represent unmet healthcare needs among children. Further study is warranted to understand the impact of policies aimed at curbing pandemic disease on children.
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