Circumstantial evidence suggests that a high proportion of cases of epilepsy in countries across sub-Saharan Africa (SSA) remain undiagnosed. The magnitude of the burden is unknown. Screening tools offer promise for early detection and prevalence estimation that will enable evidence-informed management of epilepsy in SSA. This review will systematically assess the accuracy and reliability of screening tools for detecting epilepsy in communities and primary care settings in SSA.

Relevant databases, non-database sources and grey literature will be searched for studies on epilepsy screening tools. PubMed, LILACS, CINAHL, PsycINFO and Google Scholar, from inception to 31 May 2026, will be searched for studies on screening tools (questionnaires) administered by non-expert physicians to populations or hospital/clinic-based cohorts with no language restrictions. The following search terms will be used: screening tool, screening questionnaire, screening test, screening instrument, diagnostic tool, diagnostic accuracy, epilepsy, sensitivity, specificity, true positive, false positive, true negative and false negative and SSA. All countries in SSA will be included as search terms. Cochrane databases, African Journals Online, African Index Medicus, HINARI and Preprint and Thesis repositories will also be searched. Reference lists of potentially relevant studies will be reviewed, and experts will be contacted to identify additional studies missed in our searches. Study selection (using a pretested study selection flow chart), data extraction (using a validated data extraction form) and risk-of-bias assessment (using the revised Quality Assessment of Diagnostic Accuracy Studies-2) will be performed independently by at least two reviewers, and any discrepancies will be resolved through discussion. The pooled sensitivity, specificity and diagnostic odds ratio (DOR) will be estimated from 2-by-2 tables of true positives, false positives, true negatives and false negatives. Possible causes of heterogeneity between studies will be assessed through pre-specified subgroup analyses. A meta-analysis will be conducted using a bivariate random-effects model to summarise sensitivity, specificity and DOR per patient. A summary receiver operating characteristic curve will be plotted to determine the overall diagnostic performance of the index tests. Sensitivity analyses will be conducted to test the robustness of pooled estimates of screening accuracy, and all estimates will be presented with their 95% CIs.

This study will synthesise empirical evidence from publicly available published and unpublished studies, and hence no ethical approval is required. An eligible study with serious ethical issues will be excluded from the analysis and the reasons for exclusion will be documented. The review findings will be shared with all relevant stakeholders, including healthcare providers, patient advocate groups, agencies involved in implementing epilepsy care and policies, civil society, social services providers and researchers. The review findings will be shared widely at scientific symposia and conferences, and the final report will be published in a high-impact-factor peer-reviewed journal.

CRD42024566976.

Pregnancy-related anaemia significantly affects human development across life stages. In sub-Saharan Africa (SSA), country-specific epidemiological variations primarily driven by nutritional practices, socioeconomic factors and health-system disparities contribute to heterogeneity in prevalence, severity and adverse birth outcomes (ABOs). While anaemia and micronutrient deficiencies in pregnancy are well studied globally, comprehensive trimester-specific evidence and their associations with ABOs in SSA remain scarce. This review, therefore, examines the breadth and nature of existing evidence on these associations within SSA, thereby updating current knowledge and informing regionally tailored interventions and future research.

A scoping review methodology will be employed due to the limited volume of literature addressing the specific research questions and population. The review will follow the Joanna Briggs Institute (JBI) framework, applying the population-concept-context approach. Comprehensive searches will be conducted across CINAHL, MEDLINE, Cochrane Library, Scopus, Google Scholar, EBSCO Open Dissertations and relevant organisational websites. The planned search period will span from 1 January 2016 to 31 December 2025. Two reviewers will independently screen and extract data using JBI-adapted protocols within the Rayyan review platform. Any discrepancies will be resolved via discussion with the research team. Findings will be synthesised narratively through descriptive content analysis and visual mapping.

This review will include peer-reviewed studies and grey literature that investigate the associations between anaemia or deficiencies in iron, folate and vitamin B₁₂ during pregnancy trimesters and ABOs in SSA. All relevant sources of evidence will be considered, regardless of study design or methodology, provided they report on women of reproductive age who experienced anaemia in any trimester and were subsequently identified with ABOs. Birth outcomes of interest include low birth weight, macrosomia, small or large for gestational age, preterm birth, post-term birth and stillbirth. Only sources published in English from 2016 onward will be included. The studies’ quality will be evaluated using Cochrane’s risk of bias assessment and mixed methods appraisal tools and reported according to Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Review.

This scoping review will not require ethical approval as it will synthesise published data and reports. It has been registered with the Open Science Framework. This review does not involve human participants. The final report will be submitted for publication in a peer-reviewed journal. The findings will be used to shape subsequent research, serving as a fundamental element of the evidence and knowledge mapping framework. As this study protocol was not reviewed by an ethics committee, the appropriate contact for research integrity matters is the Faculty of Health and Environmental Sciences, Auckland University of Technology.

There is a global rise in the burden of childhood obesity, increasing the risk of early onset adult obesity. Most developing countries face the double burden of malnutrition; overnutrition as overweight/obesity and undernutrition.

To determine the current burden and determinants of childhood thinness, overweight and obesity using national survey data.

Data from a cross-sectional survey conducted in 2022 were used.

Data from the seventh Demographic Health Survey conducted in Ghana were used.

The participants included 4417 children ≤59 months.

The seventh Ghana Demographic Health Survey in 2022 employed a two-stage stratified cluster sampling design, selecting 618 clusters to create a nationally representative sample. Weight and height were measured using the SECA 874U scale and Shorrboard, respectively. Children’s heights were measured recumbent (24 months). Multivariate logistic regression was used to assess the relationship between thinness and obesity, as well as the independent factors.

The outcome variable was obesity, determined by a WHZ of >+2SD.

The weighted prevalence of overweight/obesity and thinness in children under 5 years is 9.9% and 5.2%, respectively. Children who were overweight or obese had a mean age of 23.11 months, those who were thin or severely thin had a lower mean age of 21.02 months, and those with normal nutritional status were relatively older, with a mean age of 28.41 months. The Upper West, Northeast and Northern regions had the lowest densities of obesity. In the multivariate logistic regression model, children residing in Ashanti, Oti, Northern, North East and Upper East regions had significantly reduced odds of being obese compared with those in the Ahafo region. The average haemoglobin for those overweight/obese was 10.8 g/dL, and 10.7 g/dL for those who were normal and marginally reduced, 10.5 g/dL for those who were thin.

Regional disparities, maternal nutritional status, socioeconomic conditions and unsafe water sources were significant determinants of child nutrition outcomes. These findings call for targeted, multipronged interventions that integrate maternal-child nutrition, safe water, sanitation and regional context.