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Administrative data in pediatric critical care research—Potential, challenges, and future directions
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 o...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9554413/ https://www.ncbi.nlm.nih.gov/pubmed/36245724 http://dx.doi.org/10.3389/fped.2022.1014094 |
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author | Bruns, Nora Sorg, Anna-Lisa Felderhoff-Müser, Ursula Dohna-Schwake, Christian Stang, Andreas |
author_facet | Bruns, Nora Sorg, Anna-Lisa Felderhoff-Müser, Ursula Dohna-Schwake, Christian Stang, Andreas |
author_sort | Bruns, Nora |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9554413 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-95544132022-10-13 Administrative data in pediatric critical care research—Potential, challenges, and future directions Bruns, Nora Sorg, Anna-Lisa Felderhoff-Müser, Ursula Dohna-Schwake, Christian Stang, Andreas Front Pediatr Pediatrics 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. Frontiers Media S.A. 2022-09-28 /pmc/articles/PMC9554413/ /pubmed/36245724 http://dx.doi.org/10.3389/fped.2022.1014094 Text en Copyright © 2022 Bruns, Sorg, Felderhoff-Müser, Dohna-Schwake and Stang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Pediatrics Bruns, Nora Sorg, Anna-Lisa Felderhoff-Müser, Ursula Dohna-Schwake, Christian Stang, Andreas Administrative data in pediatric critical care research—Potential, challenges, and future directions |
title | Administrative data in pediatric critical care research—Potential, challenges, and future directions |
title_full | Administrative data in pediatric critical care research—Potential, challenges, and future directions |
title_fullStr | Administrative data in pediatric critical care research—Potential, challenges, and future directions |
title_full_unstemmed | Administrative data in pediatric critical care research—Potential, challenges, and future directions |
title_short | Administrative data in pediatric critical care research—Potential, challenges, and future directions |
title_sort | administrative data in pediatric critical care research—potential, challenges, and future directions |
topic | Pediatrics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9554413/ https://www.ncbi.nlm.nih.gov/pubmed/36245724 http://dx.doi.org/10.3389/fped.2022.1014094 |
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