Administrative data in pediatric critical care research-Potential, challenges, and future directions
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Published on: April 13, 2021
Nora Bruns1,2, Anna-Lisa Sorg3,4, Ursula Felderhoff-Müser1,2
1Department of Pediatrics I, Neonatology, Pediatric Intensive Care Medicine, and Pediatric Neurology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany.
Insights
Administrative health care data can overcome small patient numbers in pediatric critical care research. Further development is needed to assess disease severity and patient outcomes for broader application.
Area of Science:
- Pediatric Critical Care Research
- Health Services Research
- Data Science in Medicine
Background:
- Heterogeneous patient populations and small case numbers hinder pediatric critical care research.
- Prospective studies face logistical and ethical challenges, leading to reliance on retrospective, often multicenter, studies or registry data.
- Administrative health care data offer a potential solution to overcome sample size limitations and logistical barriers.
Purpose of the Study:
- To explore the potential of administrative health care data for pediatric critical care research.
- To identify challenges and opportunities in utilizing administrative data for studying critically ill children.
- To highlight the need for improved methods to assess disease severity and outcomes from administrative data.
Main Methods:
- Review of existing literature and current practices in pediatric critical care research.
- Discussion of the characteristics and limitations of administrative health care data.
- Exploration of successful applications of administrative data in related fields (e.g., trauma research, chronic disease scoring).
Main Results:
- Administrative data present a viable alternative to traditional research methods in pediatric critical care.
- Current utilization is hampered by a lack of clinician knowledge regarding data availability, characteristics, and required analytical expertise.
- Challenges remain in assessing acute disease severity, organ dysfunction, and outcomes using administrative data.
Conclusions:
- Administrative health care data hold significant potential to advance observational research in pediatric critical care.
- Overcoming challenges in data accessibility, clinician training, and outcome measurement is crucial for realizing this potential.
- Interdisciplinary collaboration is key to leveraging these data for improving the care of critically ill children.
Abstract:
Heterogenous patient populations with small case numbers constitute a relevant barrier to research in pediatric critical care. Prospective studies bring along logistic barriers and-if interventional-ethical concerns. Therefore, retrospective observational investigations, mainly multicenter studies or analyses of registry data, prevail in the field of pediatric critical care research. Administrative health care data represent a possible alternative to overcome small case numbers and logistic barriers. However, their current use is limited by a lack of knowledge among clinicians about the availability and characteristics of these data sets, along with required expertise in the handling of large data sets. Specifically in the field of critical care research, difficulties to assess the severity of the acute disease and estimate organ dysfunction and outcomes pose additional challenges. In contrast, trauma research has shown that classification of injury severity from administrative data can be achieved and chronic disease scores have been developed for pediatric patients, nurturing confidence that the remaining obstacles can be overcome. Despite the undoubted challenges, interdisciplinary collaboration between clinicians and methodologic experts have resulted in impactful publications from across the world. Efforts to enable the estimation of organ dysfunction and measure outcomes after critical illness are the most urgent tasks to promote the use of administrative data in critical care. Clever analysis and linking of different administrative health care data sets carry the potential to advance observational research in pediatric critical care and ultimately improve clinical care for critically ill children.
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