A multilevel analysis of individual and contextual factors associated with the practice of safe disposal of children’s faeces in sub-Saharan Africa

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Study Justification:
The study aimed to address the limited attention given to the safe disposal of children’s stools in sanitation programs in sub-Saharan Africa (SSA). The misconception that children’s stools are harmless has led to a lack of focus on this issue. By examining individual and contextual factors associated with safe disposal of children’s faeces, the study aimed to provide insights that could inform interventions and improve sanitation practices.
Highlights:
– The study used secondary data from the current Demographic and Health Surveys (DHS) in 15 sub-Saharan African countries.
– Multilevel logistic analysis was conducted to assess individual and contextual factors associated with safe disposal of children’s faeces.
– Results showed that 58.73% of childbearing women in the 15 countries safely disposed of their children’s stools, with variations across countries.
– Individual factors associated with safe disposal included the child’s age, presence of diarrhea, maternal education level, age, and exposure to radio.
– Contextual factors associated with safe disposal included access to improved water and toilet facilities.
– Factors associated with lower odds of safe disposal included being married, belonging to the Traditional African Religion, living in households with 5 or more children, living in rural areas, and living in Central Africa.
– The study emphasized the need to acknowledge contextual variations and commonalities in designing interventions to enhance safe disposal of children’s faeces.
– Audio-visual education targeting rural women and large households was recommended to enhance safe disposal practices.
– Governments were urged to develop feasible and cost-effective strategies to increase access to improved toilet facilities.
Recommendations:
1. Design interventions that consider contextual variations and commonalities in sub-Saharan Africa to enhance safe disposal of children’s faeces.
2. Implement audio-visual education programs targeting rural women and large households to promote safe disposal practices.
3. Develop feasible and cost-effective strategies to increase the number of households with access to improved toilet facilities.
Key Role Players:
1. Government agencies responsible for sanitation and public health programs.
2. Non-governmental organizations (NGOs) working in the field of sanitation and hygiene.
3. Community leaders and local authorities.
4. Health workers and educators.
5. Researchers and academics specializing in sanitation and public health.
Cost Items for Planning Recommendations:
1. Development and production of audio-visual educational materials.
2. Training programs for health workers and educators.
3. Infrastructure development for improved toilet facilities.
4. Awareness campaigns and community outreach activities.
5. Monitoring and evaluation of interventions.
6. Research and data collection to assess the effectiveness of interventions.
7. Coordination and collaboration between government agencies, NGOs, and other stakeholders.
Please note that the cost items provided are general categories and not actual cost estimates. The actual costs will depend on the specific context and implementation strategies.

The strength of evidence for this abstract is 7 out of 10.
The evidence in the abstract is moderately strong. The study used a large sample size and multilevel logistic analysis to assess the individual and contextual factors associated with the practice of safe disposal of children’s faeces in sub-Saharan Africa. The results show significant associations between various factors and safe disposal practices. However, the evidence could be strengthened by providing more details on the methodology, such as the specific variables included and the statistical tests used. Additionally, the abstract could benefit from a clearer statement of the study’s limitations and recommendations for future research.

Background Over the years, sanitation programs over the world have focused more on household sanitation, with limited attention towards the disposal of children’s stools. This lack of attention could be due to the misconception that children’s stools are harmless. The current study examined the individual and contextual predictors of safe disposal of children’s faeces among women in sub-Saharan Africa (SSA). Methods The study used secondary data involving 128,096 mother-child pairs of under-five children from the current Demographic and Health Surveys (DHS) in 15 sub-Saharan African countries from 2015 to 2018. Multilevel logistic analysis was used to assess the individual and contextual factors associated with the practice of safe disposal of children’s faeces. We presented the results as adjusted odds ratios (aOR) at a statistical significance of p< 0.05. Results The results show that 58.73% (57.79-59.68) of childbearing women in the 15 countries in SSA included in our study safely disposed off their children's stools. This varied from as high as 85.90% (84.57-87.14) in Rwanda to as low as 26.38% (24.01-28.91) in Chad. At the individual level, the practice of safe disposal of children's stools was more likely to occur among children aged 1, compared to those aged 0 [aOR = 1.74; 95% CI: 1.68-1.80] and those with diarrhoea compared to those without diarrhoea [aOR = 1.17, 95% CI: 1.13-1.21]. Mothers with primary level of education [aOR = 1.42, 95% CI: 1.30-1.5], those aged 35-39 [aOR = 1.20, 95% CI: 1.12-1.28], and those exposed to radio [aOR = 1.23, 95% CI: 1.20-1.27] were more likely to practice safe disposal of children's stools. Conversely, the odds of safe disposal of children's stool were lower among mothers who were married [aOR = 0.74, 95% CI: 0.69-0.80] and those who belonged to the Traditional African Religion [aOR = 0.64, 95% CI: 0.51-0.80]. With the contextual factors, women with improved water [aOR = 1.13, 95% CI: 1.10-1.16] and improved toilet facility [aOR = 5.75 95% CI: 5.55-5.95] had higher odds of safe disposal of children's stool. On the other hand, mothers who lived in households with 5 or more children [aOR = 0.89, 95% CI: 0.86-0.93], those in rural areas [aOR = 0.86, 95% CI: 0.82-0.89], and those who lived in Central Africa [aOR = 0.19, 95% CI: 0.18-0.21] were less likely to practice safe disposal of children's stools. Conclusion The findings indicate that between- and within-country contextual variations and commonalities need to be acknowledged in designing interventions to enhance safe disposal of children's faeces. Audio-visual education on safe faecal disposal among rural women and large households can help enhance safe disposal. In light of the strong association between safe stool disposal and improved latrine use in SSA, governments need to develop feasible and cost-effective strategies to increase the number of households with access to improved toilet facilities.

Data for this study were obtained from current Demographic and Health Surveys (DHS) conducted between 2015 and 2019 in 15 sub-Saharan African countries (Table 1). The 15 countries were those that had recent DHS datasets and all the variables of interest in the study in their datasets. DHS is a nationwide survey undertaken across low- and middle-income countries every five-year period [24]. The survey is representative of each of these countries and targets core maternal and child health indicators such as unintended pregnancy, contraceptive use, skilled birth attendance, immunisation among under-fives, intimate partner violence, and issues regarding men’s health such as tobacco and contraceptive use. Children’s files (Kids Recode–KR files) were used for our study. aSample size at design bWomen with complete information on children’s stool disposal cWomen with complete information on all variables of interest In selecting the sample for each survey, stratified dual-stage sampling approach was employed. The first step of this sampling approach involved the selection of clusters (i.e., enumeration areas [EAs]), followed by systematic household sampling within the selected EAs. The sample size in the current study consisted of 128,096 mother-child pairs of under-five children with complete information on all the variables of interest. The respondents were mothers. Table 1 provides a description of the study sample. A detailed methodology of the DHS procedures has been discussed extensively elsewhere [24]. The dataset is freely available at www.measuredhs.com. We followed the “Strengthening the Reporting of Observational Studies in Epidemiology” (STROBE) statement in conducting this study and writing the manuscript (S1 Table). The outcome variable was safe disposal of children’s stool, captured as “safe” or “unsafe”. The variable was derived from the question “The last time [Name] passed stools, what was done to dispose of the stools?” The responses included “child used the toilet or latrine”, “put/rinsed into toilet or latrine,” “put/rinsed into drain/ditch,” “thrown into the garbage”, “buried”, “left in the open”, and “other”. Following the WHO’s [11] definition of safe and unsafe stool disposal, and previous studies [12, 15–17, 19, 25–28], these responses were recoded as follows: “Child used toilet or latrine”, buried and “put/rinsed into toilet or latrine” were combined and coded as “safe disposal of child stool” (coded as ‘1’) whereas the others were coded as “unsafe disposal of child stool” (coded as ‘0’). Hence, in this study, safe disposal of stool includes “child used toilet or latrine”, buried and “put/rinsed into toilet or latrine” while “thrown into the garbage,” “left in the open,” and “other” were considered as unsafe disposal of child stool. Selected variables were included based on their association with safe disposal of children’s stool in previous studies [12, 15–17, 19, 20, 25–28] and availability of variables in the data. Seventeen explanatory variables were included in the study and were grouped into two: The datasets were pooled by recoding the variables in the respective countries and using the ‘append’ command to pool them together as a single file. Data were analysed at the univariate, bivariate, and multivariate levels. Prevalence of safe disposal of children’s faeces and socio-demographic characteristics were described using frequencies and percentages. At the bivariate level, a chi-square test was carried out between the independent and dependent variable at p<0.05. We selected all the variables that showed statistical significance for the multilevel binary logistic regression model which was used due to the hierarchical nature of the data [30, 31]. A two-level multilevel binary logistic regression analysis was done to assess the individual and contextual factors associated with disposal of children stools. Per the two-level modelling, women were nested within clusters to account for the variance in primary sampling units (PSUs). Clusters were regarded as random effect to take care of the unexplained variability at the contextual level. We fitted four models. First, we fitted the empty model, Model 0, that had no predictors (random intercept). This procedure was followed by Model 1, which contained only the individual level variables (child and maternal factors), Model 2 with only contextual level variables, and Model 3, with both individual and contextual level variables. For all models, we presented the adjusted odds ratios (aOR) and associated 95% confidence intervals. For model comparison, we used the Akaike information criterion (AIC) test [32, 33]. Model adequacy was checked using the LR test. Using the variance inflation factor (VIF), the multicollinearity test showed that there was no evidence of collinearity among the independent variables (Mean VIF 1.24, Maximum VIF = 1.62, Minimum VIF = 1.03). The choice of reference categories was informed by previous studies [12, 15–17, 19, 20, 25–28] and practical significance. Sample weight was applied in all the analysis to correct for over- and under-sampling while the “svy” command was used to account for the complex survey design and generalizability of the findings. According to Hatt and Waters [34], pooling data can reveal broader results that are ‘‘often obscured by the noise of individual data sets.” To calculate the pooled values, an additional adjustment is needed to account for the variability in the number of individuals sampled in each country. This method was accomplished using the weighting factor 1/(A*nc /nt), where A refers to the number of countries where a particular question was asked, nc denotes the number of respondents for the country c, and nt indicates the total number of respondents over all countries where that question was asked. All the analyses were carried out using Stata Version 14.2 for MacOS. Statistical significance was set at p < 0.05. Ethical clearance for DHS surveys is usually obtained from the Ethics Committee called Inner City Fund Institutional Review Board (IRB) as well as Ethics Boards of partner organisations of the various countries such as the Ministries of Health. During the surveys, either written or verbal consent was provided by the targeted women. Since the data were not collected by the authors of this manuscript, permission was sought from MEASURE DHS website and access to the data was provided after our intent for the request was assessed and approved on 3rd April, 2019. The data is available on https://dhsprogram.com/data/available-datasets.cfm.

Based on the information provided, here are some potential innovations that could improve access to maternal health:

1. Audio-visual education: Implementing audio-visual education programs specifically targeting rural women and households with large numbers of children can help enhance safe disposal practices for children’s stools. These programs can provide clear instructions and guidelines on proper disposal methods, emphasizing the importance of hygiene and sanitation.

2. Improved water and toilet facilities: Governments and organizations should prioritize improving access to clean and safe water sources, as well as providing improved toilet facilities. This can include constructing and maintaining latrines and toilets that are easily accessible to communities, especially in rural areas. Access to improved water and toilet facilities has been shown to increase the likelihood of safe disposal of children’s stools.

3. Context-specific interventions: Recognizing the variations and commonalities within and between countries in sub-Saharan Africa is crucial in designing effective interventions. Governments and organizations should develop context-specific strategies that take into account the unique challenges and cultural factors influencing safe disposal practices. This can involve collaborating with local communities, leaders, and healthcare providers to tailor interventions to the specific needs and circumstances of each region.

4. Strengthening healthcare systems: Investing in healthcare systems, particularly in maternal and child health services, can contribute to improving access to maternal health. This includes ensuring the availability of skilled birth attendants, promoting antenatal and postnatal care, and providing comprehensive reproductive health services. Strengthening healthcare systems can help address the underlying factors that contribute to unsafe disposal practices, such as lack of awareness, education, and access to healthcare services.

5. Data-driven decision-making: Continuously collecting and analyzing data on safe disposal practices and maternal health indicators can inform evidence-based decision-making. Governments and organizations should prioritize data collection and monitoring to identify gaps, track progress, and evaluate the effectiveness of interventions. This can help guide resource allocation and policy development to improve access to maternal health services and promote safe disposal practices.

It is important to note that these recommendations are based on the information provided and may need to be further tailored and contextualized to specific countries and communities within sub-Saharan Africa.
AI Innovations Description
The study you described focuses on the safe disposal of children’s feces in sub-Saharan Africa (SSA) and identifies various individual and contextual factors associated with this practice. Based on the findings, the following recommendations can be developed into an innovation to improve access to maternal health:

1. Audio-visual education: Implement audio-visual education programs targeting rural women and households with large numbers of children. These programs can provide clear and practical information on safe fecal disposal practices, emphasizing the importance of using toilets or latrines and proper disposal methods.

2. Improved latrine facilities: Governments and relevant stakeholders should prioritize the provision of improved toilet facilities in households. This can be achieved through infrastructure development projects that focus on increasing the number of households with access to improved latrines. This will contribute to the safe disposal of children’s feces and overall sanitation improvement.

3. Context-specific interventions: Recognize the variations and commonalities across different countries and regions within sub-Saharan Africa. Design interventions that are tailored to the specific contextual factors influencing safe disposal practices. This may include considering factors such as water availability, household size, and geographical location.

4. Strengthening maternal education: Promote maternal education, particularly at the primary level, as it has been found to be positively associated with safe disposal practices. Implement programs that provide education and awareness on the importance of safe fecal disposal during pregnancy and early childhood.

5. Collaboration and coordination: Foster collaboration between governments, non-governmental organizations, and community leaders to develop feasible and cost-effective strategies. This collaboration can help ensure the successful implementation of interventions and increase access to improved toilet facilities.

By implementing these recommendations, it is expected that access to maternal health will be improved, leading to better sanitation practices and ultimately reducing the risk of diseases related to poor fecal disposal.
AI Innovations Methodology
Based on the provided description, the study focuses on the safe disposal of children’s stools in sub-Saharan Africa. To improve access to maternal health in this context, the following innovations and recommendations could be considered:

1. Community-based education programs: Implement audio-visual education programs that specifically target rural women and households with large numbers of children. These programs can raise awareness about the importance of safe disposal of children’s stools and provide practical guidance on how to do it properly.

2. Improved access to improved toilet facilities: Governments and organizations should prioritize efforts to increase the number of households with access to improved toilet facilities. This can be achieved through infrastructure development initiatives and targeted interventions in areas with low access.

3. Multilevel interventions: Recognize the contextual variations and commonalities within and between countries in sub-Saharan Africa. Design interventions that address both individual and contextual factors associated with safe disposal of children’s stools. This can involve collaboration between healthcare providers, community leaders, and policymakers to develop comprehensive strategies.

To simulate the impact of these recommendations on improving access to maternal health, a methodology could be developed as follows:

1. Define the indicators: Identify specific indicators that measure access to maternal health, such as the percentage of women receiving prenatal care, the percentage of women attending skilled birth attendance, or the percentage of women accessing postnatal care.

2. Collect baseline data: Gather data on the current status of these indicators in the target population. This can be done through surveys, interviews, or existing data sources such as the Demographic and Health Surveys (DHS).

3. Implement the recommendations: Introduce the recommended innovations and interventions in selected communities or regions. This can involve implementing community-based education programs, improving access to improved toilet facilities, and other relevant interventions.

4. Monitor and evaluate: Continuously monitor the implementation of the recommendations and collect data on the selected indicators. This can be done through surveys, interviews, or other data collection methods.

5. Analyze the data: Use statistical analysis techniques to assess the impact of the recommendations on the selected indicators. This can involve comparing the baseline data with the post-intervention data to determine any changes or improvements.

6. Interpret the results: Analyze the findings to understand the effectiveness of the recommendations in improving access to maternal health. Identify any challenges or barriers that may have influenced the outcomes.

7. Refine and scale-up: Based on the results and lessons learned, refine the recommendations and interventions as needed. Consider scaling up successful interventions to reach a larger population and maximize the impact on improving access to maternal health.

By following this methodology, policymakers and healthcare providers can assess the effectiveness of the recommendations and make informed decisions on how to further improve access to maternal health in sub-Saharan Africa.

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