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Space–time mapping of wasting among children under the age of five years in Somalia from 2007 to 2010

OBJECTIVE: To determine the sub-national seasonal prevalence and trends in wasting from 2007 to 2010 among children aged 6–59 months in Somalia using remote sensing and household survey data from nutritional surveys. METHODS: Bayesian hierarchical space–time model was implemented using a stochastic...

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Autores principales: Kinyoki, Damaris K, Berkley, James A, Moloney, Grainne M, Odundo, Elijah O, Kandala, Ngianga-Bakwin, Noor, Abdisalan M
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4813094/
https://www.ncbi.nlm.nih.gov/pubmed/26919757
http://dx.doi.org/10.1016/j.sste.2015.12.002
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author Kinyoki, Damaris K
Berkley, James A
Moloney, Grainne M
Odundo, Elijah O
Kandala, Ngianga-Bakwin
Noor, Abdisalan M
author_facet Kinyoki, Damaris K
Berkley, James A
Moloney, Grainne M
Odundo, Elijah O
Kandala, Ngianga-Bakwin
Noor, Abdisalan M
author_sort Kinyoki, Damaris K
collection PubMed
description OBJECTIVE: To determine the sub-national seasonal prevalence and trends in wasting from 2007 to 2010 among children aged 6–59 months in Somalia using remote sensing and household survey data from nutritional surveys. METHODS: Bayesian hierarchical space–time model was implemented using a stochastic partial differential equation (SPDE) approach in integrated nested Laplace approximations (INLA) to produce risk maps of wasting at 1 × 1 km(2) spatial resolution and predict to seasons in each year of study from 2007 to 2010. RESULTS: The prevalence of wasting was generally at critical levels throughout the country, with most of the areas remaining in the upper classes of critical and very critical levels. There was minimal variation in wasting from year-to-year, but a well-defined seasonal variation was observed. The mean difference of the prevalence of wasting between the dry and wet season ranges from 0% to 5%. The risks of wasting in the South Central zone were highest in the Gedo (37%) and Bay (32%) regions. In North East zone the risk was highest in Nugaal (25%) and in the North West zone the risk was high in Awdal and Woqooyi Galbeed regions with 23%. CONCLUSION: There was a clear seasonal variation in wasting with minimal year-to-year variability from 2007 to 2010 in Somalia. The prevalence was high during the long dry season, which affects the prevalence in the preceding long rainy season. Understanding the seasonal fluctuations of wasting in different locations and at different times is important to inform timely interventions.
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spelling pubmed-48130942016-04-13 Space–time mapping of wasting among children under the age of five years in Somalia from 2007 to 2010 Kinyoki, Damaris K Berkley, James A Moloney, Grainne M Odundo, Elijah O Kandala, Ngianga-Bakwin Noor, Abdisalan M Spat Spatiotemporal Epidemiol Article OBJECTIVE: To determine the sub-national seasonal prevalence and trends in wasting from 2007 to 2010 among children aged 6–59 months in Somalia using remote sensing and household survey data from nutritional surveys. METHODS: Bayesian hierarchical space–time model was implemented using a stochastic partial differential equation (SPDE) approach in integrated nested Laplace approximations (INLA) to produce risk maps of wasting at 1 × 1 km(2) spatial resolution and predict to seasons in each year of study from 2007 to 2010. RESULTS: The prevalence of wasting was generally at critical levels throughout the country, with most of the areas remaining in the upper classes of critical and very critical levels. There was minimal variation in wasting from year-to-year, but a well-defined seasonal variation was observed. The mean difference of the prevalence of wasting between the dry and wet season ranges from 0% to 5%. The risks of wasting in the South Central zone were highest in the Gedo (37%) and Bay (32%) regions. In North East zone the risk was highest in Nugaal (25%) and in the North West zone the risk was high in Awdal and Woqooyi Galbeed regions with 23%. CONCLUSION: There was a clear seasonal variation in wasting with minimal year-to-year variability from 2007 to 2010 in Somalia. The prevalence was high during the long dry season, which affects the prevalence in the preceding long rainy season. Understanding the seasonal fluctuations of wasting in different locations and at different times is important to inform timely interventions. Elsevier 2016-02 /pmc/articles/PMC4813094/ /pubmed/26919757 http://dx.doi.org/10.1016/j.sste.2015.12.002 Text en © The Authors. Published by Elsevier Ltd. http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kinyoki, Damaris K
Berkley, James A
Moloney, Grainne M
Odundo, Elijah O
Kandala, Ngianga-Bakwin
Noor, Abdisalan M
Space–time mapping of wasting among children under the age of five years in Somalia from 2007 to 2010
title Space–time mapping of wasting among children under the age of five years in Somalia from 2007 to 2010
title_full Space–time mapping of wasting among children under the age of five years in Somalia from 2007 to 2010
title_fullStr Space–time mapping of wasting among children under the age of five years in Somalia from 2007 to 2010
title_full_unstemmed Space–time mapping of wasting among children under the age of five years in Somalia from 2007 to 2010
title_short Space–time mapping of wasting among children under the age of five years in Somalia from 2007 to 2010
title_sort space–time mapping of wasting among children under the age of five years in somalia from 2007 to 2010
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4813094/
https://www.ncbi.nlm.nih.gov/pubmed/26919757
http://dx.doi.org/10.1016/j.sste.2015.12.002
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