Prevalence and Predictors of Stunting among Primary School Children in Northeast Ethiopia

Decreased Weight-for-Age Associated with Mass Deworming among Young Ethiopian Schoolchildren in Jimma Town, Southwest Ethiopia: A School-Based Cross-Sectional Study

School-based mass deworming programs are implemented to reduce soil-transmitted helminth (STH) infection prevalence and intensity among school-aged children. However, previous studies debate the impact of deworming beyond the removal of worms. Hence, this study aimed to examine the effect of mass deworming on nutritional indicators in young Ethiopian schoolchildren. A school-based cross-sectional study was conducted among 1,036 participants from April to May 2020 in Jimma Town, Ethiopia. An interviewer-based questionnaire was administered to the children to gather data on sociodemographic, lifestyle variables, and deworming status. Anthropometric measurements were taken for the height and weight of the children. Stool samples were collected and analyzed for STH infection using direct wet mount microscopy and the Kato-Katz technique. In multivariate logistic regression analysis, deworming within the past 6 months or 1 year was not significantly associated with underweight, stunting, and thinning. However, deworming within the past year was significantly associated with decreased weight-for-age z-score (adjusted mean difference = -0.245; 95% CI: -0.413 to -0.076; P = 0.004). Deworming in the past 6 months demonstrated a nonsignificant trend toward increased stunting (adjusted odds ratio = 1.258; 95% CI: 0.923-1.714; P = 0.145). This study provides evidence that deworming in the past 6 months or 1 year was not significantly associated with underweight, stunting, and thinning. However, deworming within the past year was associated with a significantly decreased weight-for-age z-score in young Ethiopian schoolchildren of Jimma Town after adjustment for confounding variables.

Feature selection and association rule learning identify risk factors of malnutrition among Ethiopian schoolchildren

Introduction

Previous studies have sought to identify risk factors for malnutrition in populations of schoolchildren, depending on traditional logistic regression methods. However, holistic machine learning (ML) approaches are emerging that may provide a more comprehensive analysis of risk factors.

Methods

This study employed feature selection and association rule learning ML methods in conjunction with logistic regression on epidemiological survey data from 1,036 Ethiopian school children. Our first analysis used the entire dataset and then we reran this analysis on age, residence, and sex population subsets.

Results

Both logistic regression and ML methods identified older childhood age as a significant risk factor, while females and vaccinated individuals showed reduced odds of stunting. Our machine learning analyses provided additional insights into the data, as feature selection identified that age, school latrine cleanliness, large family size, and nail trimming habits were significant risk factors for stunting, underweight, and thinness. Association rule learning revealed an association between co-occurring hygiene and socio-economical variables with malnutrition that was otherwise missed using traditional statistical methods.

Discussion

Our analysis supports the benefit of integrating feature selection methods, association rules learning techniques, and logistic regression to identify comprehensive risk factors associated with malnutrition in young children.

Prevalence and associated factors of stunting and thinness among primary school-aged children in Gudeya Bila district, West Ethiopia: a cross-sectional study

OBJECTIVES

This study aimed to assess the prevalence and associated factors of stunting and thinness among primary school-age children in the Gudeya Bila district.

METHODS AND ANALYSIS

A community-based cross-sectional study was conducted in the Gudeya Bila district which is located in the Western part of Ethiopia. Among the calculated sample size of 561 school-aged children, 551 children were randomly selected by systematic random sampling technique and participated in this study. Critical illness, physical disability and the inability of caregivers to respond were exclusion criteria. Under-nutrition was the primary outcome while factors associated were the second outcome of this study. Semi-structured interviewer-administered questionnaires were used to collect the data while interview and body measurement were used as data collection techniques. Health Extension Workers collected the data. Data were entered into Epi Data V.3.1 and transported into SPSS V.24.0 software for data cleaning and analysis. Both bivariable and multivariable logistic regressions were run to identify the associated factors of under-nutrition. Model fitness was checked by using Hosmer-Lemeshow's test. Variables with p values <0.05 were considered statistically significant in the multivariable logistic regression.

RESULTS AND CONCLUSION

The prevalence of stunting and thinness among primary school children was 8.2% (95% CI 5.6% to 10.6%) and 7.1% (95% CI 4.5% to 8.9%), respectively. Being male caregiver (adjusted OR (AOR)=4.26;95% CI 1.256% to 14.464%), family size ≥4 (AOR=4.65; 95% CI 1.8 51% to 11.696%), separated kitchen room (AOR=0.096; 95% CI 0.019 to 0.501) and hand washing after toilet use (AOR=0.152; 95% CI 0.035% to 0.667%) were significantly associated with stunting. Moreover, drinking coffee (AOR=2.25; 95% CI 1.968% to 5.243%) and child dietary diversity score <4 (AOR=2.54; 95% CI 1.721% to 8.939%) were significantly associated with thinness. Under-nutrition in this study was high compared with the global target of eradicating under-nutrition. Community-based nutritional education programmes and implementing health extension programmes are important to reduce the problem of under-nutrition to an undetectable level and to eradicate chronic under-nutrition.

Prevalence and Determinant Factors of Intestinal Parasitic Infections and Undernutrition among Primary School Children in North-Central Ethiopia: A School-Based Cross-Sectional Study

Background. Intestinal parasitic infections (IPIs) are a major public health problem with high morbidity and mortality in developing countries. Undernutrition is a major health problem among school children and affects their cognitive development, psychological development, motor skills, and academic achievements. Therefore, this study aimed to assess the prevalence and determinant factors of IPIs and undernutrition among primary school children. Method. Cross-sectional study was conducted among 450 children from February to March 2021 at selected primary schools in Dessie town, North-central Ethiopia. Participants were selected using a stratified sampling technique. Pretested questionnaires were used to collect sociodemographic and nutrition-related data. Stool samples were used to diagnose IPIs. Participants’ height and weight were measured and body mass index (BMI) was calculated. Nutritional assessment was done using WHO AnthroPlus software. Data were analyzed using SPSS version 26 software. $P$ -values <0.05 were considered statistically significant. Result. The overall prevalence of intestinal parasites was 28.9%. The prevalence of intestinal protozoa and helminths were 19.1% and 9.8%, respectively. Entamoeba histolytica/dispar was the most prevalent parasite (9.3%) followed by Giardia intestinalis (7.6%), Enterobius vermicularis (2.9%), and Ascaris lumbricoides (2.7%). The prevalence of intestinal parasites was higher in male (16.5%) than in female (12.4%) participants. Children whose mother’s level of education is illiterate, 6–11 years old, have a habit of eating raw/undercooked fruits and vegetables, untrimmed and dirty fingernails, and sickness in the past week were significantly associated with IPIs. The prevalence of underweight, stunting, and wasting were 22.4%, 26.2%, and 20.7%, respectively. Multivariable logistic regression showed gender, family size, meal frequency, and breakfast were significantly associated with undernutrition. IPIs had a statistically significant association with underweight, stunting, and wasting. Conclusion. The study showed that IPIs and undernutrition are still major health problems among children in North-central Ethiopia. Periodic deworming, community health, and school health education will be valuable to improve the health, growth, and educational outcome of children.

Stunting and Associated Factors Among 6-23 Months Age Children in Ethiopia: Application of Generalized Linear Latent and Mixed Modeling

Low height/length-for-age (stunting) is a public health problem in Ethiopia. Efforts that have been made to evaluate factors affecting national and international strategies related to the problem are very limited and poorly achieved. The present study aimed to evaluate low length/height-for-age (stunting) and its associated factors among children 6 to 23 months of age in Ethiopia. We used cross-sectional data collected for 2019 EMDHS. We cleaned, processed, and analyzed in Stata v.15. Socio-demographic, socio-economic parameters, and nutritional (wasting, diet frequency, breast milk, and animal milk) factors were used in the analysis. We fitted Generalized Linear Latent and Mixed Model (GLLAMM) to examine the associations. We analyzed the data of 2,037 children aged 6-23 months and found stunting of 933.07(45.80%). Some factors such as home delivery [coef. = -4.58, 95% CI:-7.81,-1.34] and household size of ≥6 [coef. = -5.53, 95% CI:-10.36,-7.10] were positively associated. No current breastfeeding [coef. = 10.70, 95% CI: 2.16, 19.23] and still breastfeed [coef. = 10.68, 95% CI: 2.62, 18.74] were negatively associated with stunting. Stunting among 6-23 months aged children in Ethiopia is very high above all the national, regional, and international targets. Feeding practice, socio-economic, and psychosocial-support for mothers need revised commitment for pragmatic solution.