TY - JOUR
T1 - Geographical heterogeneity of the relationship between childhood obesity and socio-environmental status
T2 - Empirical evidence from Athens, Greece
AU - Chalkias, Christos
AU - Papadopoulos, Apostolos G.
AU - Kalogeropoulos, Kleomenis
AU - Tambalis, Kostas
AU - Psarra, Glykeria
AU - Sidossis, Labros
N1 - Copyright:
Copyright 2013 Elsevier B.V., All rights reserved.
PY - 2013/2
Y1 - 2013/2
N2 - Childhood obesity (ChO. 11ChO: Childhood Obesity; OLS: Ordinary Least Square; GWR: Geographically Weighted Regression; SES: Socio-Economic Status; GIS: Geographic Information Systems; AICc: corrected Akaike Information Criterion.) has been recognized as an epidemic in many developed and developing countries. The understanding of the spatial relationships between ChO and socio-environmental status is critical in order to control this epidemic. In this paper, we investigate these relationships and consider empirical evidence from Athens, Greece. We examine the association between ChO and socioeconomic status (education level, family income) and living conditions (population density, land cover of green and recreational areas) by using both global and local statistical analyses. For this purpose, we used survey obesity data collected in 2007 from 18,296 students in the primary schools of Athens. Moreover, we investigated the significance and spatial inequalities of the association between ChO and socio-environmental conditions of the study area. The results from global statistical modeling showed that education level is the most significant predictor of ChO. Furthermore, local Geographically Weighted Regression (GWR) modeling revealed that areas characterized by low educational level, high population density, low family income and limited coverage of green/recreation zones constituted an " obesogenic" environment. The findings of the proposed analysis promote our understanding of the factors influencing childhood obesity and may prove beneficial for the development of policies that target ChO.
AB - Childhood obesity (ChO. 11ChO: Childhood Obesity; OLS: Ordinary Least Square; GWR: Geographically Weighted Regression; SES: Socio-Economic Status; GIS: Geographic Information Systems; AICc: corrected Akaike Information Criterion.) has been recognized as an epidemic in many developed and developing countries. The understanding of the spatial relationships between ChO and socio-environmental status is critical in order to control this epidemic. In this paper, we investigate these relationships and consider empirical evidence from Athens, Greece. We examine the association between ChO and socioeconomic status (education level, family income) and living conditions (population density, land cover of green and recreational areas) by using both global and local statistical analyses. For this purpose, we used survey obesity data collected in 2007 from 18,296 students in the primary schools of Athens. Moreover, we investigated the significance and spatial inequalities of the association between ChO and socio-environmental conditions of the study area. The results from global statistical modeling showed that education level is the most significant predictor of ChO. Furthermore, local Geographically Weighted Regression (GWR) modeling revealed that areas characterized by low educational level, high population density, low family income and limited coverage of green/recreation zones constituted an " obesogenic" environment. The findings of the proposed analysis promote our understanding of the factors influencing childhood obesity and may prove beneficial for the development of policies that target ChO.
KW - Childhood obesity
KW - GIS
KW - GWR
KW - Greece
KW - Spatial heterogeneity
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U2 - 10.1016/j.apgeog.2012.10.007
DO - 10.1016/j.apgeog.2012.10.007
M3 - Article
AN - SCOPUS:84870561216
SN - 0143-6228
VL - 37
SP - 34
EP - 43
JO - Applied Geography
JF - Applied Geography
IS - 1
ER -