ArticlePloS one2023
Spatial variations and determinants of malnutrition among under-five children in Nigeria: A population-based cross-sectional study.
Article in PloS one, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 2 of them syntheses that pooled it.
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Who cites it
11 citing papers in PubMed, 2 syntheses or guidelines pooled it, 13 citations in OpenAlex.
- Prevalence, trends and inequalities of childhood undernutrition according to a Composite Index of Anthropometric Failure (CIAF): a systematic review and meta-analysis.BMJ global health · 2026Pooled it
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- A qualitative study of stakeholders and beneficiaries perspective on community-based mobile nutrition services in Gombe state of Nigeria.Scientific reports · 2026Article
- Spatial distribution and predictors of stunting, wasting, and underweight among under-five children in Bangladesh.BMC public health · 2026Article
- Malnutrition Among Children Under Five in Djibouti: A Composite Index of Anthropometric Failure Analysis from the 2023 Multisectoral Survey.Nutrients · 2026Article
- Prevalence of acute watery diarrhea in vulnerable children, mothers' knowledge, and management: a cross-sectional study from Yemen.Frontiers in pediatrics · 2026Article
- Under-nutrition and its associated factors among under-five children across urban and rural settings of Ethiopia: a cross-sectional comparative study.BMC nutrition · 2025Article
- Socio-ecological determinants of multiple anthropometric failures among under-five children: A systematic review and meta-analysis of observational studies.PLOS global public health · 2025Article
- Article
- Modeling the Risk Factors of Undernutrition among Children below Five Years of Age in Uganda Using Generalized Structural Equation Models.Children (Basel, Switzerland) · 2023Article
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Authors and funding
3 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Childhood undernutrition is a major public health challenge in sub-Saharan Africa, particularly Nigeria. Determinants of child malnutrition may have substantial spatial heterogeneity. Failure to account for these small area spatial variations may cause child malnutrition intervention programs and policies to exclude some sub-populations and reduce the effectiveness of such interventions. This study uses the Composite Index of Anthropometric Failure (CIAF) and a geo-additive regression model to investigate Nigeria's prevalence and risk factors of childhood undernutrition. The geo-additive model permits a flexible, joint estimation of linear, non-linear, and spatial effects of some risk factors on the nutritional status of under-five children in Nigeria. We draw on data from the most recent Nigeria Demographic and Health Survey (2018). While the socioeconomic and environmental determinants generally support literature findings, distinct spatial patterns were observed. In particular, we found CIAF hotspots in the northwestern and northeastern districts. Some child-related factors (Male gender: OR = 1.315; 95% Credible Interval (CrI): 1.205, 1.437) and having diarrhoea: OR = 1.256; 95% CrI: 1.098, 1.431) were associated with higher odds of CIAF. Regarding household and maternal characteristics, media exposure was associated with lower odds of CIAF (OR = 0.858; 95% CrI: 0.777, 0.946). Obese maternal BMI was associated with lower odds of CIAF (OR = 0.691; 95% CrI: 0.621, 0.772), whereas, mothers classified as thin were associated with higher odds of CIAF (OR = 1.216; 95% CrI: 1.055, 1.411). Anthropometric failure is highly prevalent in Nigeria and spatially distributed. Therefore, localised interventions that aim to improve the nutritional status of under-five children should be considered to avoid the under-coverage of the regions that deserve more attention.
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