Persistently high rates of preterm and small-for-gestational-age over two decades within regional Western Australia: A spatio-temporal study

This study assessed the temporal stability of spatial patterns in the incidence of preterm and small-for-gestational-age (SGA) in regional Western Australia, from 1987 to 2006. Using a time-stratified design, we characterised spatial variation in the probability of preterm and SGA among 109 contiguo...

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Main Authors: Ball, S., Pereira, Gavin
Format: Journal Article
Published: 2013
Online Access:http://hdl.handle.net/20.500.11937/27152
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author Ball, S.
Pereira, Gavin
author_facet Ball, S.
Pereira, Gavin
author_sort Ball, S.
building Curtin Institutional Repository
collection Online Access
description This study assessed the temporal stability of spatial patterns in the incidence of preterm and small-for-gestational-age (SGA) in regional Western Australia, from 1987 to 2006. Using a time-stratified design, we characterised spatial variation in the probability of preterm and SGA among 109 contiguous areas within each year, and compared spatial patterns between years. We also analysed spatial patterns based on all 20 years combined. In each instance, spatial variation was modelled by fitting a spatially-correlated random effect plus a spatially-uncorrelated random effect. We observed that spatial patterns were consistent over time. We demonstrated weak temporal autocorrelation and little evidence of anomalous years in the spatial patterns of preterm and SGA. Whereas the mean 20-year probability of preterm was 0.057 and the mean probability of SGA was 0.051, areas in the north of Western Australia had probabilities of 0.090 or more for both outcomes. Four areas in the far north of Western Australia were above the 90th centile of preterm for at least 14 of the 20 years, and above the 90th centile of SGA for at least 15 years. The consistency of spatial patterns over time and between birth outcomes strengthens the case for targeting high risk areas for improved outcomes. This study demonstrates how, even in the absence of a spatio-temporal interaction, incorporating the temporal dimension adds value to the spatial analysis of health data. © 2013 Elsevier Ltd.
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spelling curtin-20.500.11937-271522017-09-13T15:31:39Z Persistently high rates of preterm and small-for-gestational-age over two decades within regional Western Australia: A spatio-temporal study Ball, S. Pereira, Gavin This study assessed the temporal stability of spatial patterns in the incidence of preterm and small-for-gestational-age (SGA) in regional Western Australia, from 1987 to 2006. Using a time-stratified design, we characterised spatial variation in the probability of preterm and SGA among 109 contiguous areas within each year, and compared spatial patterns between years. We also analysed spatial patterns based on all 20 years combined. In each instance, spatial variation was modelled by fitting a spatially-correlated random effect plus a spatially-uncorrelated random effect. We observed that spatial patterns were consistent over time. We demonstrated weak temporal autocorrelation and little evidence of anomalous years in the spatial patterns of preterm and SGA. Whereas the mean 20-year probability of preterm was 0.057 and the mean probability of SGA was 0.051, areas in the north of Western Australia had probabilities of 0.090 or more for both outcomes. Four areas in the far north of Western Australia were above the 90th centile of preterm for at least 14 of the 20 years, and above the 90th centile of SGA for at least 15 years. The consistency of spatial patterns over time and between birth outcomes strengthens the case for targeting high risk areas for improved outcomes. This study demonstrates how, even in the absence of a spatio-temporal interaction, incorporating the temporal dimension adds value to the spatial analysis of health data. © 2013 Elsevier Ltd. 2013 Journal Article http://hdl.handle.net/20.500.11937/27152 10.1016/j.apgeog.2013.03.018 restricted
spellingShingle Ball, S.
Pereira, Gavin
Persistently high rates of preterm and small-for-gestational-age over two decades within regional Western Australia: A spatio-temporal study
title Persistently high rates of preterm and small-for-gestational-age over two decades within regional Western Australia: A spatio-temporal study
title_full Persistently high rates of preterm and small-for-gestational-age over two decades within regional Western Australia: A spatio-temporal study
title_fullStr Persistently high rates of preterm and small-for-gestational-age over two decades within regional Western Australia: A spatio-temporal study
title_full_unstemmed Persistently high rates of preterm and small-for-gestational-age over two decades within regional Western Australia: A spatio-temporal study
title_short Persistently high rates of preterm and small-for-gestational-age over two decades within regional Western Australia: A spatio-temporal study
title_sort persistently high rates of preterm and small-for-gestational-age over two decades within regional western australia: a spatio-temporal study
url http://hdl.handle.net/20.500.11937/27152