Evidence map›Paper›PMID 35790980›Full record

ArticleJournal of health, population, and nutrition2022

Spatial trends and projections of chronic malnutrition among children under 5 years of age in Ethiopia from 2011 to 2019: a geographically weighted regression analysis.

Binyam Tariku Seboka, Samuel Hailegebreal, Tizalegn Tesfaye Mamo, Delelegn Emwodew Yehualashet, Girma Gilano, Robel Hussen Kabthymer, Helen Ali Ewune, Reta Kassa, Mary Abera Debisa, Mulugeta Namaro Yawo and 3 more

Open access · goldAbstract read
In one paragraph

Article in Journal of health, population, and nutrition, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed
2.9field-weighted citation impact, top 8% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

18 citing papers in PubMed, 28 citations in OpenAlex.

  1. Article
  2. Spatial disparities and determinants of obstetric fistula among childbearing women in sub-Saharan Africa: A geospatial regression approach.International journal of gynaecology and obstetrics: the official organ of the International Federation of Gynaecology and Obstetrics · 2026
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  15. Geospatial Overlap of Undernutrition and Tuberculosis in Ethiopia.International journal of environmental research and public health · 2023
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors at 2 institutions in 1 country.

Binyam Tariku SebokaSchool of Public Health, College of Health Science and Medicine, Dilla University, P.O. Box 419, Dilla, Ethiopia. biniyamt@du.edu.et.
Samuel HailegebrealSchool of Public Health, College of Health Science and Medicine, Dilla University, P.O. Box 419, Dilla, Ethiopia.
Tizalegn Tesfaye MamoSchool of Public Health, College of Health Science and Medicine, Dilla University, P.O. Box 419, Dilla, Ethiopia.
Delelegn Emwodew YehualashetSchool of Public Health, College of Health Science and Medicine, Dilla University, P.O. Box 419, Dilla, Ethiopia.
Girma GilanoDepartment of Health Informatics, Arbaminch University, Arbaminch, Ethiopia.
Robel Hussen KabthymerSchool of Public Health, College of Health Science and Medicine, Dilla University, P.O. Box 419, Dilla, Ethiopia.
Helen Ali EwuneSchool of Public Health, College of Health Science and Medicine, Dilla University, P.O. Box 419, Dilla, Ethiopia.
Reta KassaSchool of Public Health, College of Health Science and Medicine, Dilla University, P.O. Box 419, Dilla, Ethiopia.
Mary Abera DebisaDepartment of Public Management and Policy, Dilla University, Dilla, Ethiopia.
Mulugeta Namaro YawoSchool of Public Health, College of Health Science and Medicine, Dilla University, P.O. Box 419, Dilla, Ethiopia.
Habtamu EndashawSchool of Public Health, College of Health Science and Medicine, Dilla University, P.O. Box 419, Dilla, Ethiopia.
Abel Desalegn DemekeDepartment of Nursing, Dilla University, Dilla, Ethiopia.
Getanew Aschalew TesfaSchool of Public Health, College of Health Science and Medicine, Dilla University, P.O. Box 419, Dilla, Ethiopia.
Dilla University · ETArba Minch University · ET

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionUndernutrition is a serious global health issue, and stunting is a key indicator of children's nutritional status which results from long-term deprivation of basic needs. Ethiopia, the largest and most populous country in Sub-Saharan Africa, has the greatest rate of stunting among children under the age of five, yet the problem is unevenly distributed across the country. Thus, we investigate spatial heterogeneity and explore spatial projection of stunting among under-five children. Further, spatial predictors of stunting were assessed using geospatial regression models.

methodsThe Ethiopia Demographic and Health Surveys (EDHS) data from 2011, 2016, and 2019 were examined using a geostatistical technique that took into account spatial autocorrelation. Ordinary kriging was used to interpolate stunting data, and Kulldorff spatial scan statistics were used to identify spatial clusters with high and low stunting prevalence. In spatial regression modeling, the ordinary least square (OLS) model was employed to investigate spatial predictors of stunting and to examine local spatial variations geographically weighted regression (GWR) and multiscale geographically weighted regression (MGWR) models were employed.

resultsOverall, stunting prevalence was decreased from 44.42% [95%, CI: 0.425-0.444] in 2011 to 36.77% [95%, CI: 0.349-0.375] in 2019. Across three waves of EDHS, clusters with a high prevalence of stunting in children under 5 years were consistently observed in northern Ethiopia stretching in Tigray, Amhara, Afar, and Benishangul-Gumuz. Another area of very high stunting incidence was observed in the Southern parts of Ethiopia and the Somali region of Ethiopia. Our spatial regression analysis revealed that the observed geographical variation of under-five stunting significantly correlated with poor sanitation, poor wealth index, inadequate diet, residency, and mothers' education.

conclusionsIn Ethiopia, substantial progress has been made in decreasing stunting among children under the age of 5 years; although disparities varied in some areas and districts between surveys, the pattern generally remained constant over time. These findings suggest a need for region and district-specific policies where priority should be given to children in areas where most likely to exhibit high-risk stunting.

Indexed as

MalnutritionSpatial RegressionChildChild, PreschoolEthiopiaFemaleGrowth DisordersHumansNutritional StatusChronic malnutritionEthiopiaGeographically weighted regression (GWR)GeospatialMultiscale geographically weighted regression (MGWR)SpatialStuntingUnder-five children

Identifiers

PMID35790980
PMCPMC9254552
OpenAlexW4283814649

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.