ArticleBMC nutrition2022
Risk factors of anemia among preschool children in Ethiopia: a Bayesian geo-statistical model.
Article in BMC nutrition, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.
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16 citing papers in PubMed, 1 synthesis or guideline pooled it, 34 citations in OpenAlex.
- Global prevalence of anemia in displaced and refugee children: A comprehensive systematic review and meta-analysis.PloS one · 2024Pooled it
- Economic and nutritional value of insect pollination services in Ethiopia.Scientific reports · 2025Article
- Prevalence and determinants of stunting and anaemia in children aged 6-23 months: A multilevel analysis from rural Ethiopia.Maternal & child nutrition · 2025Article
- Review
- Prevalence of nutritional anemia and its risk factors in children under five in the Gaza Strip.Frontiers in nutrition · 2025Article
- Prevalence and Determinants of Undernutrition in Schoolchildren in the Kilombero District, South-Eastern Tanzania.Tropical medicine and infectious disease · 2024Article
- Association of ambient air pollution with hemoglobin levels and anemia in the general population of Korean adults.BMC public health · 2024Article
- Prevalence of anemia and its associated factors among under-five children living in Arba Minch Health and Demographic Surveillance System Sites (HDSS), Southern Ethiopia.PLOS global public health · 2024Article
- Application of machine learning methods for predicting childhood anaemia: Analysis of Ethiopian Demographic Health Survey of 2016.PloS one · 2024Article
- Women's Autonomy and Anemia in Children under Five Years of Age: A Peruvian Population-Based Survey.Nutrients · 2023Article
- Magnitude and predictors of anemia among preschool children (36-59 months) in Atingo town, Jimma, Ethiopia.Health science reports · 2023Article
- Factors Associated With Anemia Among Orang Asli Children Aged Two to Six Years in Negeri Sembilan, Malaysia.Cureus · 2023Article
- Article
- Anemia and associated factors among internally displaced children at Debark refugee camp, North Gondar, Northwest Ethiopia.PloS one · 2023Article
- Bayesian spatio-temporal modelling of child anemia in Ethiopia using conditional autoregressive model.Scientific reports · 2022Article
- Predicting childhood anaemia in Ghana with explainable machine learning: A national survey analysis.Digital healthArticle
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Authors and funding
4 authors at 2 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe etiology and risk factors of anemia are multifactorial and varies across context. Due to the geospatial clustering of anemia, identifying risk factors for anemia should account for the geographic variability. Failure to adjust for spatial dependence whilst identifying risk factors of anemia could give spurious association. We aimed to identify risk factors of anemia using a Bayesian geo-statistical model.
methodsWe analyzed the Ethiopian Demographic and Health Survey (EDHS) 2016 data. The sample was selected using a stratified, two- stage cluster sampling design. In this survey, 9268 children had undergone anemia testing. Hemoglobin level was measured using a HemoCue photometer and the results were recorded onsite. Based on the World Health Organization's cut-off points, a child was considered anaemic if their altitude adjusted haemoglobin (Hb) level was less than 11 g/dL. Risk factors for anemia were identified using a Bayesian geo-statistical model, which accounted for spatial dependency structure in the data. Posterior means and 95% credible interval (BCI) were used to report our findings. We used a statistically significant level at 0.05.
resultThe 9267 children in our study were between 6 and 59 months old. Fifty two percent (52%) of children were males. Thirteen percent (13%) of children were from the highest wealth quintile whereas 23% from the lowest wealth quintile. Most of them lived in rural areas (90%). The overall prevalence of anemia among preschool children was 57% (95% CI: 54.4-59.4). We found that child stunting (OR = 1.26, 95% BCI (1.14-1.39), wasting (OR = 1.35, 95% BCI (1.15-1.57), maternal anemia (OR = 1.61, 95% BCI (1.44-1.79), mothers having two under five children (OR = 1.2, 95% BCI (1.08-1.33) were risk factors associated with anemia among preschool children. Children from wealthy households had lower risk of anemia (AOR = 0.73, 95% BCI (0.62-0.85).
conclusionUsing the Bayesian geospatial statistical modeling, we were able to account for spatial dependent structure in the data, which minimize spurious association. Childhood Malnutrition, maternal anemia, increased fertility, and poor wealth status were risk factors of anemia among preschool children in Ethiopia. The existing anaemia control programs such as IFA supplementation during pregnancy should be strengthened to halt intergenerational effect of anaemia. Furthermore, routine childhood anaemia screening and intervention program should be part of the Primary health care in Ethiopia.
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