Evidence map›Paper›PMID 40158157›Full record

ArticleBMC public health2025

Spatio-temporal variation of child stunting and associated risk factors in Rwanda.

François Niragire, Jeanine Ahishakiye, Innocent Ngaruye, Charles Ruranga, Joseph Nzabanita, Jean Bosco Ndikubwimana, Dieudonné Ndaruhuye Muhoza, Joseph Nkurunziza, Théogène Rizinde, Pierre Claver Rutayisire

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Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
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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

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3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

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4 · The record

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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

10 authors.

François NiragireDepartment of Applied Statistics, College of Business and Economics, University of Rwanda, P.O. Box 4285, Kigali, Rwanda. fniragire@ur.ac.rw.
Jeanine AhishakiyeDepartment of Human Nutrition and Dietetics, College of Medicine and Health Sciences, University of Rwanda, Kigali, Rwanda.
Innocent NgaruyeDepartment of Mathematics, College of Science and Technology, University of Rwanda, Kigali, Rwanda.
Charles RurangaAfrican Centre of Excellence in Data Science, College of Business and Economics, University of Rwanda, Kigali, Rwanda.
Joseph NzabanitaDepartment of Mathematics, College of Science and Technology, University of Rwanda, Kigali, Rwanda.
Jean Bosco NdikubwimanaDepartment of Applied Statistics, College of Business and Economics, University of Rwanda, P.O. Box 4285, Kigali, Rwanda.
Dieudonné Ndaruhuye MuhozaDepartment of Applied Statistics, College of Business and Economics, University of Rwanda, P.O. Box 4285, Kigali, Rwanda.
Joseph NkurunzizaDepartment of Applied Statistics, College of Business and Economics, University of Rwanda, P.O. Box 4285, Kigali, Rwanda.
Théogène RizindeDepartment of Applied Statistics, College of Business and Economics, University of Rwanda, P.O. Box 4285, Kigali, Rwanda.
Pierre Claver RutayisireDepartment of Sociology, University of North Carolina, Charlotte, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe under-five child stunting has remained a public health problem in the world. In Rwanda, child stunting rates have fluctuated significantly and remained higher than the targets despite a continuing decline of the national average rate. The key drivers of the persistently high child stunting rates and their geographical variation in Rwanda are currently not well known. This study examined the spatial and temporal variation of the under-five child stunting rates and associated factors in Rwanda between 2010 and 2020.

methodsThis study analysed data from the 2010 Rwanda Demographic and Health Survey (RDHS) (n = 4075), the 2014/15 RDHS (n = 3538), and the 2019/20 RDHS (n = 3809). A series of geo-additive binary logistic regression analyses were used to identify the key risk factors for child stunting and their variation in Rwanda between 2010 and 2020.

resultsThe results show significant variation in the key risk factors over the studied period. The child's gender, birth order, age, and birth weight, mother's height and marital status, number of antenatal care visits, household economic status, and altitude were consistently significant factors of child stunting in Rwanda. The influence of place of residence, mother's education, water source, and type of toilet facility varied. The district-level spatial effects significantly attenuated in the Eastern province while they intensified in the Western and Northern provinces.

conclusionsThe key risk factors for the under-five child stunting and their importance varied considerably over time in Rwanda. The findings suggest the need to improve the household-level welfare by strengthening targeted and district-tailored intervention programs from a multi-sectorial perspective, and sustain the programs outcomes beyond the intervention period.

Indexed as

Growth DisordersChild, PreschoolFemaleHealth SurveysHumansInfantInfant, NewbornMaleRisk FactorsRwandaSpatio-Temporal AnalysisBayesian analysisChild stuntingGeo-additive modelRwandaSpatial effectsSpatio-temporal variation

Identifiers

PMID40158157
PMCPMC11954212

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