Modelling and forecasting spatio-temporal variation in the risk of chronic malnutrition among under-five children in Ghana

Adekanmbi, 2013, Individual and contextual factors associated with childhood stunting in Nigeria: a multilevel analysis, Mater Child Nutr, 9, 244, 10.1111/j.1740-8709.2011.00361.x Adekanmbi, 2013, Exploring variations in childhood stunting in Nigeria using league table, control chart and spatial analysis, BMC Public Health, 13, 361, 10.1186/1471-2458-13-361 Aheto, 2015, Childhood malnutrition and its determinants among under-five children in Ghana, Paediatric and Perinatal Epidemiology, 29, 552, 10.1111/ppe.12222 Alom, 2012, Nutritional status of under-five children in Bangladesh: a multilevel analysis, J Biosoc Sci, 44, 525, 10.1017/S0021932012000181 Alonso, 2012, Spatio-temporal patterns of diarrhoeal mortality in Mexico, Epidemiol Infect, 140, 91, 10.1017/S0950268811000562 Amugsi, 2014, Influence of childcare practices on nutritional status of Ghanaian children: a regression analysis of the Ghana Demographic and Health Surveys, BMJ Open, 4, e005340, 10.1136/bmjopen-2014-005340 Antwi, 2008, Malnutrition: missed opportunities for diagnosis, Ghana Medical Journal, 42, 101 Azage, 2015, Childhood diarrhea exhibits spatiotemporal variation in northwest Ethiopia: a Satscan spatial statistical analysis, PLoS One, 10, e0144690, 10.1371/journal.pone.0144690 Babatunde, 2011, Prevalence and determinants of malnutrition among under-five children of farming households in Kwara state, Nigeria, J Agric Sci, 3, 173 Black, 2008, Maternal and child undernutrition: global and regional exposures and health consequences, Lancet, 371, 243, 10.1016/S0140-6736(07)61690-0 Bomela, 2009, Social, economic, health and environmental determinants of child nutritional status in three Central Asian Republics, Public Health Nutr, 12, 1871, 10.1017/S1368980009004790 Brugha, 1994, Determinants of nutrition status among children in the eastern region of Ghana, J Trop Pediatr, 40, 307, 10.1093/tropej/40.5.307 Chaikaew, 2009, Exploring spatial patterns and hotspots of diarrhea in Chiang Mai, Thailand, Int J Health Geogr, 8, 36, 10.1186/1476-072X-8-36 de Onis M., Blssner M.. WHO global database on child growth and malnutrition. 1997. http://whqlibdoc.who.int/hq/1997/WHO_NUT_97.4.pdf. de Onis, 2003, The World Health Organization Global Database on Child Growth and Malnutrition: methodology and applications, Int J Epidemiol, 32, 518, 10.1093/ije/dyg099 Ezzati, 2002, Selected major risk factors and global and regional burden of disease, Lancet, 360, 1347, 10.1016/S0140-6736(02)11403-6 Feed the Future. Ghana country profile. [last accessed October, 2015]. 2015. http://www.feedthefuture.gov/country/ghana. Food and Agriculture Organization. Nutrition country profiles-Ghana. [last accessed May 2015]. 2009. http://www.fao.org/ag/AGN/nutrition/gha_en.stm. Ghana Statistical Service. Ghana Living Standards Survey: report of the fifth round (GLSS 5). 2008. http://www.statsghana.gov.gh/docfiles/glss5_report.pdf. Ghana Statistical Service, Ghana Health Service, ICF Macro. Ghana Demographic and Health Survey 2008. 2009. Ghana Statistical Service, Macro International Inc. Ghana Demographic and Health Survey 1993. 1994. Ghana Statistical Service, Macro International Inc. Ghana Demographic and Health Survey 1998. 1999. Ghana Statistical Service, Noguchi Memorial Institute for Medical Research, ORC Macro. Ghana Demographic and Health Survey 2003. 2004. Hamer, 1998, Childhood diarrhea in sub-Saharan Africa, Child Health Res Project Special Rep, 2, 32 Kabubo-Mariara, 2009, Determinants of childrens nutritional status in Kenya: evidence from demographic and health surveys, J Afr Econ, 18, 363, 10.1093/jae/ejn024 Kalman R.E. A new approach to linear filtering and prediction problems. 1960. https://www.cs.unc.edu/~welch/kalman/media/pdf/Kalman1960.pdf. Kandala, 2011, Malnutrition among children under the age of five in the Democratic Republic of Congo (DRC): does geographic location matter?, BMC Public Health, 11, 261, 10.1186/1471-2458-11-261 Kinyoki, 2016, Space-time mapping of wasting among children under the age of five years in Somalia from 2007 to 2010, Spat Spatiotemporal Epidemiol, 16, 77, 10.1016/j.sste.2015.12.002 Leyk, 2011, Effects of varying temporal scale on spatial models of mortality patterns attributed to pediatric diarrhea, Spat Spatiotemporal Epidemiol, 2, 91, 10.1016/j.sste.2011.03.002 Leyk, 2011, Spatiotemporal trends of diarrheal mortality of children in association with hydrographic regions of Brazil, Cart Geogr Inf Sci, 38, 223 ORC Macro. Nutrition of young children and mothers in Ghana: findings from the 2003 Ghana Demographic and Health Survey. 2005. http://www.measuredhs.com/publications/publication-ANC16-Africa-Nutrition-Chartbooks.cfm. Pande, 2008, Addressing diarrhea prevalence in the West African Middle Belt: social and geographic dimensions in a case study for Benin, Int J Health Geogr, 7, 17, 10.1186/1476-072X-7-17 Pelletier, 1993, Epidemiological evidence for a potentiating effect of malnutrition on child mortality, Am J Public Health, 83, 1133, 10.2105/AJPH.83.8.1130 Pelletier, 2003, Changes in child survival are strongly associated with changes in malnutrition in developing countries, J Nutr, 133, 107, 10.1093/jn/133.1.107 Pradhan, 2003, Decomposing world health inequality, J Health Econ, 22, 271, 10.1016/S0167-6296(02)00123-6 R Core Team. R: a language and environment for statistical computing. R Foundation for Statistical Computing. 2015. Taylor B. Miscfuncs: Miscellaneous useful functions. R package version 1.2–7. 2015. http://CRAN.R-project.org/package=miscFuncs. The World Bank. Repositioning nutrition as central to development: a strategy for large-scale action. 2006. UNICEF, WHO, The World Bank. Joint child malnutrition estimates: levels and trends. [last accessed 21/07/2015]. 2012. http://www.who.int/nutgrowthdb/estimates/en/index.html (29/03/2013 2012). UNICEF–Ghana. Issues facing children in Ghana. [last accessed 21/07/2015]. 2008. http://www.unicef.org/wcaro/Countries_1743.html. Van de Poel, 2007, Malnutrition and the disproportional burden on the poor: the case of Ghana, Int J Equity Health, 6, 21, 10.1186/1475-9276-6-21 Van de Poel, 2008, Socioeconomic inequality in malnutrition in developing countries, Bull World Health Org, 86, 282, 10.2471/BLT.07.044800 WHO, 1995, Physical status: the use and interpretation of anthropometry. report of a WHO expert committee, World Health Organ Tech Rep Ser, 854, 1 WHO. Handbook: integrated management of childhood illness (IMCI). 2005. http://apps.who.int/iris/bitstream/10665/42939/1/9241546441.pdf. WHO. WHO Anthro for personal computers, version 3.2.2, 2011: Software for assessing growth and development of the world’s children. 2010. http://www.who.int/childgrowth/software/en/. WHO Multicentre Growth Reference Study Group, 2006, WHO Child Growth Standards based on length/height, weight and age, Acta Paediatr Suppl, 450, 76