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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...

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Autores principales: Bielicki, Julia A., Sharland, Mike, Versporten, Ann, Goossens, Herman, Cromwell, David A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
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.
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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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