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Using risk adjustment to improve the interpretation of global inpatient pediatric antibiotic prescribing
OBJECTIVES: Assessment of regional pediatric last-resort antibiotic utilization patterns is hampered by potential confounding from population differences. We developed a risk-adjustment model from readily available, internationally used survey data and a simple patient classification to aid such com...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6034826/ https://www.ncbi.nlm.nih.gov/pubmed/29979795 http://dx.doi.org/10.1371/journal.pone.0199878 |
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author | Bielicki, Julia A. Sharland, Mike Versporten, Ann Goossens, Herman Cromwell, David A. |
author_facet | Bielicki, Julia A. Sharland, Mike Versporten, Ann Goossens, Herman Cromwell, David A. |
author_sort | Bielicki, Julia A. |
collection | PubMed |
description | OBJECTIVES: Assessment of regional pediatric last-resort antibiotic utilization patterns is hampered by potential confounding from population differences. We developed a risk-adjustment model from readily available, internationally used survey data and a simple patient classification to aid such comparisons. DESIGN: We investigated the association between pediatric conserve antibiotic (pCA) exposure and patient / treatment characteristics derived from global point prevalence surveys of antibiotic prescribing, and developed a risk-adjustment model using multivariable logistic regression. The performance of a simple patient classification of groups with different expected pCA exposure levels was compared to the risk model. SETTING: 226 centers in 41 countries across 5 continents. PARTICIPANTS: Neonatal and pediatric inpatient antibiotic prescriptions for sepsis/bloodstream infection for 1281 patients. RESULTS: Overall pCA exposure was high (35%), strongly associated with each variable (patient age, ward, underlying disease, community acquisition or nosocomial infection and empiric or targeted treatment), and all were included in the final risk-adjustment model. The model demonstrated good discrimination (c-statistic = 0.83) and calibration (p = 0.38). The simple classification model demonstrated similar discrimination and calibration to the risk model. The crude regional pCA exposure rates ranged from 10.3% (Africa) to 67.4% (Latin America). Risk adjustment substantially reduced the regional variation, the adjusted rates ranging from 17.1% (Africa) to 42.8% (Latin America). CONCLUSIONS: Greater comparability of pCA exposure rates can be achieved by using a few easily collected variables to produce risk-adjusted rates. |
format | Online Article Text |
id | pubmed-6034826 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-60348262018-07-19 Using risk adjustment to improve the interpretation of global inpatient pediatric antibiotic prescribing Bielicki, Julia A. Sharland, Mike Versporten, Ann Goossens, Herman Cromwell, David A. PLoS One Research Article OBJECTIVES: Assessment of regional pediatric last-resort antibiotic utilization patterns is hampered by potential confounding from population differences. We developed a risk-adjustment model from readily available, internationally used survey data and a simple patient classification to aid such comparisons. DESIGN: We investigated the association between pediatric conserve antibiotic (pCA) exposure and patient / treatment characteristics derived from global point prevalence surveys of antibiotic prescribing, and developed a risk-adjustment model using multivariable logistic regression. The performance of a simple patient classification of groups with different expected pCA exposure levels was compared to the risk model. SETTING: 226 centers in 41 countries across 5 continents. PARTICIPANTS: Neonatal and pediatric inpatient antibiotic prescriptions for sepsis/bloodstream infection for 1281 patients. RESULTS: Overall pCA exposure was high (35%), strongly associated with each variable (patient age, ward, underlying disease, community acquisition or nosocomial infection and empiric or targeted treatment), and all were included in the final risk-adjustment model. The model demonstrated good discrimination (c-statistic = 0.83) and calibration (p = 0.38). The simple classification model demonstrated similar discrimination and calibration to the risk model. The crude regional pCA exposure rates ranged from 10.3% (Africa) to 67.4% (Latin America). Risk adjustment substantially reduced the regional variation, the adjusted rates ranging from 17.1% (Africa) to 42.8% (Latin America). CONCLUSIONS: Greater comparability of pCA exposure rates can be achieved by using a few easily collected variables to produce risk-adjusted rates. Public Library of Science 2018-07-06 /pmc/articles/PMC6034826/ /pubmed/29979795 http://dx.doi.org/10.1371/journal.pone.0199878 Text en © 2018 Bielicki et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Bielicki, Julia A. Sharland, Mike Versporten, Ann Goossens, Herman Cromwell, David A. Using risk adjustment to improve the interpretation of global inpatient pediatric antibiotic prescribing |
title | Using risk adjustment to improve the interpretation of global inpatient pediatric antibiotic prescribing |
title_full | Using risk adjustment to improve the interpretation of global inpatient pediatric antibiotic prescribing |
title_fullStr | Using risk adjustment to improve the interpretation of global inpatient pediatric antibiotic prescribing |
title_full_unstemmed | Using risk adjustment to improve the interpretation of global inpatient pediatric antibiotic prescribing |
title_short | Using risk adjustment to improve the interpretation of global inpatient pediatric antibiotic prescribing |
title_sort | using risk adjustment to improve the interpretation of global inpatient pediatric antibiotic prescribing |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6034826/ https://www.ncbi.nlm.nih.gov/pubmed/29979795 http://dx.doi.org/10.1371/journal.pone.0199878 |
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