ArticleScientific reports2021
Hierarchical disentanglement of contextual from compositional risk factors of diarrhoea among under-five children in low- and middle-income countries.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 4 of them syntheses that pooled it.
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Who cites it
18 citing papers in PubMed, 4 syntheses or guidelines pooled it, 24 citations in OpenAlex.
- Global childhood diarrhoea prevalence and its determinants: a systematic meta-analytic assessment, 1985-2024.EBioMedicine · 2025Pooled it
- Prevalence of diarrheal disease and its determinants among children under five in East Africa: systematic review and meta-analysis.BMC infectious diseases · 2025Pooled it
- Treatment-seeking practices of caregivers for children aged less than five years old with diarrhoea in low- and middle-income countries: a systematic review and meta-analysis.Journal of global health · 2025Pooled it
- Determinants of diarrhoeal diseases among under-five children in Africa (2013-2023): a comprehensive systematic review highlighting geographic variances, socioeconomic influences, and environmental factors.BMC public health · 2024Pooled it
- Determinants of diarrhea and acute respiratory infection among under-five children in urban-rural Somalia: a nationally representative cross-sectional study.BMC infectious diseases · 2026Article
- Mapping spatial hotspots and location specific associated factor of diarrhea-wasting multimorbidity among children aged 6-24 months in East Africa: a geographically weighted regression analysis.Scientific reports · 2026Article
- Performances of bayesian structured additive regression and logistic models in assessing factors associated with modern contraceptive use among ever-in-union women in Nigeria.BMC women's health · 2025Article
- Empowering Women, Enhancing Health: The Role of Education in Water, Sanitation, and Hygiene (WaSH) and Child Health Outcomes.International journal of environmental research and public health · 2025Article
- Modelling child anaemia and co-existing infections using log-linear models.Malaria journal · 2025Review
- Article
- Regional and age-specific global trends associated with infectious diarrhea in children under 14 years old caused by pathogenic microorganisms in 2021.Frontiers in medicine · 2025Article
- Trivalent outer membrane vesicles-based combination vaccine candidate induces protective immunity against Campylobacter and invasive non-typhoidal Salmonella in adult mice.Medical microbiology and immunology · 2024Article
- Statistical Analysis of Factors Associated with Diarrhea in Yemeni Children under Five: Insights from the 2022-2023 Multiple Indicator Cluster Survey.Journal of epidemiology and global health · 2024Article
- 2-week prevalence and associated factors of fever, diarrhea, and coexisting fever and diarrhea among children aged 6-23 months in rural Hunan Province.Scientific reports · 2024Article
- A multilevel analysis of the predictors of diarrhea among children under 5 years of age in Eswatini.Journal of public health in Africa · 2023Article
- Impact of ignoring sampling design in the prediction of binary health outcomes through logistic regression: evidence from Malawi demographic and health survey under-five mortality data; 2000-2016.BMC public health · 2023Article
- Impact of integrated water, sanitation, hygiene, health and nutritional interventions on diarrhoea disease epidemiology and microbial quality of water in a resource-constrained setting in Kenya: A controlled intervention study.Tropical medicine & international health : TM & IH · 2022Article
- Factors contributing to household wealth inequality in under-five deaths in low- and middle-income countries: decomposition analysis.BMC public health · 2022Article
Corrections and comments
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Authors and funding
3 authors at 3 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Several studies have documented the burden and risk factors associated with diarrhoea in low and middle-income countries (LMIC). To the best of our knowledge, the contextual and compositional factors associated with diarrhoea across LMIC were poorly operationalized, explored and understood in these studies. We investigated multilevel risk factors associated with diarrhoea among under-five children in LMIC. We analysed diarrhoea-related information of 796,150 under-five children (Level 1) nested within 63,378 neighbourhoods (Level 2) from 57 LMIC (Level 3) using the latest data from cross-sectional and nationally representative Demographic Health Survey conducted between 2010 and 2018. We used multivariable hierarchical Bayesian logistic regression models for data analysis. The overall prevalence of diarrhoea was 14.4% (95% confidence interval 14.2-14.7) ranging from 3.8% in Armenia to 31.4% in Yemen. The odds of diarrhoea was highest among male children, infants, having small birth weights, households in poorer wealth quintiles, children whose mothers had only primary education, and children who had no access to media. Children from neighbourhoods with high illiteracy [adjusted odds ratio (aOR) = 1.07, 95% credible interval (CrI) 1.04-1.10] rates were more likely to have diarrhoea. At the country-level, the odds of diarrhoea nearly doubled (aOR = 1.88, 95% CrI 1.23-2.83) and tripled (aOR = 2.66, 95% CrI 1.65-3.89) among children from countries with middle and lowest human development index respectively. Diarrhoea remains a major health challenge among under-five children in most LMIC. We identified diverse individual-level, community-level and national-level factors associated with the development of diarrhoea among under-five children in these countries and disentangled the associated contextual risk factors from the compositional risk factors. Our findings underscore the need to revitalize existing policies on child and maternal health and implement interventions to prevent diarrhoea at the individual-, community- and societal-levels. The current study showed how the drive to the attainment of SDGs 1, 2, 4, 6 and 10 will enhance the attainment of SDG 3.
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