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STS489 Danielle J.R. et al.
            children, and affects their cognitive and physical development. In severe cases,
            these effects are irreversible. According to the most recent estimates of the
            World Health Organization (WHO), the highest anaemia prevalence of 42.6%
            in 2011 occurred in children under the age of five years old, which translated
            to just over 273 million children suffering from anaemia globally. In Africa, the
            prevalence  of  anaemia  in  children  was  estimated  at  62.3%  in  2011  (WHO,
            2011).  Despite  the  decrease  in  the  prevalence  of  anaemia  in  high-income
            countries, anaemia remains a significant public health problem in many low
            and  middle  income  countries,  particularly  in  sub-Saharan  Africa  where
            anaemia is a major contributor to childhood morbidity and mortality (Abdo et
            al., 2018).
                The causes of anaemia are multifactorial and interrelate in a complex way.
            Such causes include iron deficiency, other micronutrient deficiencies such as
            folate, vitamin B12 and vitamin A; intestinal parasites such as soil-transmitted
            helminths (STH) and Schistosoma; malaria, HIV infection, and chronic diseases
            such as sickle cell disease. Many of these factors contribute to the etiology and
            as well as the severity of anaemia through several mechanisms, either through
            the direct destruction of infected red blood cells and/or through the lack of the
            ability of the red blood cells to absorb iron. While iron deficiency is the most
            common  cause  of  anaemia  in  developed  countries,  there  are  many  other
            contributing factors in less developed countries.
                Since 2012, the WHO advocates for global nutrition targets by 2025 with a
            comprehensive  implementation  plan  on  maternal,  infant  and  young  child
            nutrition,  where the WHO strives for goals of achieving a 50% reduction of
            anaemia  in  women  of  reproductive  age  by  2025  (WHO,  2014).  However,
            childhood anaemia has no such direct goals in place and thus has not received
            adequate attention. Nevertheless, the WHO and UNICEF have recommended
            that strategies for anaemia control be built into a country’s primary health care
            system and existing programmes such as maternal and child health, integrated
            management  of  childhood  illness,  roll-back  malaria,  deworming  (including
            routine  anthelmintic  control  measures)  and  stop-tuberculosis  (WHO  and
            UNICEF, 2004). These control strategies are expected to be tailored  to local
            conditions  by  taking  into  account  the  specific  etiology  and  prevalence  of
            anaemia  in  a  given  setting  and  population  group.  Accordingly,  studies  on
            anaemia control should be cognisant and account for the spatial variation of
            anaemia in the population. Failure to account for the spatial heterogeneity of
            anaemia  and  the  possible  causes  of  the  spatial  heterogeneity  can  cause
            ecological confounding (see Mainardi, 2012 and references therein).
                This study investigates the spatial variation of anaemia in children aged 6
            to 59 months as well as determines the significant risk factors associated with
            anaemia in these children in 4 sub-Saharan African countries jointly, namely
            Kenya, Malawi, Tanzania and Uganda.

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