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An Innovative Framework to Improve Efficiency of Interhospital Transfer of Children in Respiratory Failure
Folafoluwa O Odetola1,2, Luke Bruski3, Gabriel Zayas-Caban4
11 Division of Pediatric Critical Care Medicine, Department of Pediatrics and Communicable Diseases, and.
Insights
Transferring critically ill children between pediatric intensive care units (PICUs) can be delayed. This study developed transfer thresholds using patient data to reduce delays in care for children needing escalated treatment.
Area of Science:
- Pediatric critical care medicine
- Health services research
- Clinical decision support
Background:
- Hospitalization of critically ill children from level II to level I pediatric intensive care units (PICUs) is associated with high mortality and resource use.
- Existing guidelines recommend transfer for severely ill children but lack specific criteria or optimal timing for transfer.
Purpose of the Study:
- Identify factors influencing transfer decisions for critically ill children.
- Develop a predictive model with transfer thresholds to guide timely transfers.
- Evaluate the model's effectiveness in reducing transfer delays.
Main Methods:
- Utilized data from a case-control study of children with respiratory failure in level II PICUs (1997-2007).
- Employed generalized estimating equations and discrete event simulation to create transfer thresholds.
- Tested developed transfer policies against actual patient transfer data.
Main Results:
- Factors associated with transfer included changes in pediatric logistic organ dysfunction score, use of high-frequency oscillatory ventilation, antibiotic administration, and blood transfusions.
- The developed threshold policies demonstrated a potential reduction in average transfer delay, ranging from 0.5 to 2.3 days.
Conclusions:
- Current transfer guidelines for critically ill children lack specific criteria and timing recommendations.
- Innovative modeling approaches were used to establish transfer thresholds, potentially reducing delays in care for pediatric patients.
Rationale:
High mortality and resource use burden are associated with hospitalization of critically ill children transferred from level II pediatric intensive care units (PICUs) to level I PICUs for escalated care. Guidelines urge transfer of the most severely ill children to level I PICUs without specification of either the criteria or the best timing of transfer to achieve good outcomes.
Objectives:
To identify factors associated with transfer, develop a modeling framework that uses those factors to determine thresholds to guide transfer decisions, and test these thresholds against actual patient transfer data to determine if delay in transfer could be reduced.
Methods:
A multistep approach was adopted, with initial identification of factors associated with transfer status using data from a prior case-control study conducted with children with respiratory failure admitted to six level II PICUs between January 1, 1997, and December 31, 2007. To identify when to transfer a patient, thresholds for transfer were created using generalized estimating equations and discrete event simulation. The transfer policies were then tested against actual transfer data.
Measurements And Main Results:
Multivariate logistic regression revealed that the absolute difference of a patient's pediatric logistic organ dysfunction score from the admission value, high-frequency oscillatory ventilation use, antibiotic use, and blood transfusions were all significantly associated with transfer status. The resulting threshold policies led to average transfer delay reduction ranging from 0.5 to 2.3 days in the testing dataset.
Conclusions:
Current transfer guidelines are devoid of criteria to identify critically ill children who might benefit from transfer and when the best time to transfer might be. In this study, we used innovative methods to create thresholds of transfer that might reduce delay in transfer.
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