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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.
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.
Objectives:
We aimed to use the high fidelity urgent care patient data to model the factors that have led to the increased demand at our local pediatric urgent care centre.
Methods:
The dataset for this retrospective cohort study was obtained from our local healthcare centre's national reporting data for pediatric urgent care visits from 2006 to 2022. Variables analyzed included: basic patient demographics, chief complaint, triage urgency, date and time of registration/discharge, discharge diagnosis, and discharge destination. Statistical analysis of non-linear trends was summarized by locally estimated scatterplot smoothing splines. For machine learning, we used the tidymodels R package. Models were validated in training using k-fold cross validation with k = 5. We used univariate linear regression as a baseline model. After the data was standardized, correlation and homoscedasticity were evaluated between all parameter permutations.
Results:
This dataset consisted of 164,660 unique visits to our academic centre's pediatric urgent care. Over the study period, there was an overall substantial increase in the number of urgent care visits per day, with a rapid increase beyond previous levels in 2021 and further in 2022. The increased length of stay trend was consistent across presenting complaint categories. The proportion of patients without primary care in 2022 was 2.5 times higher than in 2013. A random forest machine learning model revealed the relative importance of features to predicting a visit in 2022 were: longer stay, later registration in the day, diagnosis of an infectious illness, and younger age.
Conclusions:
This study identified a combination of declining primary care access, circulating viral infections, and shifting chief complaints as factors driving the recent increase in frequency and duration of visits to our urgent care service.
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