ArticleBMC public health2019
Predictive model and determinants of under-five child mortality: evidence from the 2014 Ghana demographic and health survey.
Article in BMC public health, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 82 papers.
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.
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.
Who cites it
82 citing papers in PubMed.
- Survival analysis of under-five mortality predictors: evidence from the 2011 and 2022/23 mozambique demographic and health surveys.BMC public health · 2026Article
- The relationship between women's awareness of sustainable menstrual cups, their menstrual attitudes, and genital hygiene behaviors: a cross-sectional study.BMC women's health · 2026Article
- Article
- Spatial patterns and determinants of under-five mortality in Sub-Saharan Africa: a spatial and multilevel analysis.Archives of public health = Archives belges de sante publique · 2025Article
- Comparative analysis of predictors of child mortality in Ethiopia via frequentist and Bayesian approaches.Scientific reports · 2025Article
- Survival Machine-Learning Approach for Predicting Under-Five Mortality in Low Sociodemographic Index States of India.Journal of research in health sciences · 2025Article
- Socio-economic inequalities in malaria prevalence among under-five children in Ghana between 2016 and 2019: a decomposition analysis.Malaria journal · 2025Review
- Bayesian spatiotemporal modelling and mapping of malaria risk among children under five years of age in Ghana.BMC infectious diseases · 2025Article
- Malaria prevalence dynamics and risk covariates among children under 5 in Ghana: insights from a Bayesian multilevel approach.BMJ open · 2025Article
- Article
- Explore the factors related to the death of offspring under age five and appraise the hazard of child mortality using machine learning techniques in Bangladesh.BMC public health · 2025Article
- Analyzing and forecasting under-5 mortality trends in Bangladesh using machine learning techniques.PloS one · 2025Article
- Article
- Sexual and reproductive health awareness and practices among adolescents and adults in a rural farming community in Baja California, Mexico: a quantitative and qualitative cross-sectional study.Sexual and reproductive health matters · 2024Article
- Influence of demographic, socioeconomic and geographical variability on children under-five mortality in The Gambia: an application of survival analysis.BMJ public health · 2024Article
- Sociodemographic and maternal health-related factors associated with mortality among children under three in Bangladesh: an analysis of data from Bangladesh Demographic and Health Survey 2017-18.BMC public health · 2024Article
- The effect of the implementation of the international code of marketing of breast-milk substitutes on child mortality in Ghana and Tanzania.Public health nutrition · 2024Article
- Identifying Malaria Hotspots Regions in Ghana Using Bayesian Spatial and Spatiotemporal Models.Infectious diseases & immunity · 2024Article
- Application of machine learning methods for predicting under-five mortality: analysis of Nigerian demographic health survey 2018 dataset.BMC medical informatics and decision making · 2024Article
- Time to death and its determinants of under-five children in rural Ethiopia by using shared frailty.Scientific reports · 2024Article
22 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundGlobally, millions of children aged below 5 years die every year and some of these deaths could have been prevented. Though a global problem, under-five mortality is also a major public health problem in Ghana with a rate of 60 deaths per 1000 live births. Identification of drivers of mortality among children aged below 5 years is an important problem that needs to be addressed because it could help inform health policy and intervention strategies aimed at achieving the United Nations SDG Goal 3 target 2. The aim of this study is to develop a predictive model and to identify determinants of under-five mortality.
methodThe 2014 Ghana Demographic and Health Survey data was used in this study. Analyses were conducted on 5884 children. The outcome variable is child survival status (alive or dead). Single level binary logistic and multilevel logistic regression models were employed to investigate determinants of under-five mortality. The fit of the model was checked using Variance Inflation Factor and Likelihood Ratio tests. The Receiver Operating Characteristic curve was used to assess the predictive ability of the models. A p-value< 0.05 was used to declare statistical significance.
resultsThe study observed 289 (4.91%) deaths among children aged below 5 years. The study produced a good predictive model and identified increase in number of total children ever born, number of births in last 5 years, and mothers who did not intend to use contraceptive as critical risk factors that increase the odds of under-five mortality. Also, children who were born multiple and residing in certain geographical regions of Ghana is associated with increased odds of under-five mortality. Maternal education and being a female child decreased the odds of under-five mortality. No significant unobserved household-level variations in under-five mortality were found. The spatial map revealed regional differences in crude under-five mortality rate in the country.
conclusionThis study identified critical risk factors for under-five mortality and strongly highlights the need for family planning, improvement in maternal education and addressing regional disparities in child health which could help inform health policy and intervention strategies aimed at improving child survival.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.