Contraception needs and pregnancy termination in sub-Saharan Africa: a multilevel analysis of demographic and health survey data

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Study Justification:
– Women in sub-Saharan Africa (SSA) have a higher risk of unintended pregnancies that are more likely to be terminated, leading to unsafe abortions and associated complications.
– Unmet need for contraception is highest in SSA and exceeds the global average.
– This study aims to investigate the association between unmet/met need for contraception and pregnancy termination in SSA.
Highlights:
– The study used data from Demographic and Health Surveys conducted in 32 countries in SSA between 2010 and 2018.
– The overall pregnancy termination rate was found to be 16.27%, ranging from 9.13% in Namibia to 38.68% in Gabon.
– Women with a met need for contraception were more likely to terminate a pregnancy than women with unmet needs.
– Women with secondary education and older age were also more likely to terminate a pregnancy.
– At the contextual level, women with female household heads and those who were socio-economically less disadvantaged were less likely to terminate a pregnancy.
Recommendations:
– Governments of SSA and non-governmental organizations should take pragmatic steps to increase met needs for contraception.
– Mass media should be utilized to encourage women to adhere to the prescription of contraceptives in order to reduce the incidence of unplanned pregnancies and unsafe abortions.
Key Role Players:
– Governments of sub-Saharan African countries
– Non-governmental organizations (NGOs)
– Health ministries and departments
– Family planning organizations
– Community health workers
– Women’s rights organizations
Cost Items for Planning Recommendations:
– Contraceptive procurement and distribution
– Training and capacity building for healthcare providers
– Public awareness campaigns through mass media
– Development and dissemination of educational materials
– Monitoring and evaluation of contraceptive programs
– Research and data collection on contraceptive needs and pregnancy termination
– Support for women’s reproductive health clinics and services

Background: Women in sub-Saharan Africa (SSA) have a higher risk of unintended pregnancies that are more likely to be terminated, most of which are unsafe with associated complications. Unmet need for contraception is highest in SSA and exceeds the global average. This study investigates the association between unmet/met need for contraception and pregnancy termination SSA. Methods: We used pooled data from Demographic and Health Surveys conducted from January 2010 to December 2018 in 32 countries in SSA. Our study involved 265,505 women with diverse contraception needs and with complete data on all variables of interest. Multilevel logistic regression at 95% CI was used to investigate the association between individual and community level factors and pregnancy termination. Results: We found an overall pregnancy termination rate of 16.27% ranging from 9.13% in Namibia to 38.68% in Gabon. Intriguingly, women with a met need for contraception were more likely to terminate a pregnancy [aOR = 1.11; 95% CI 1.07–1.96] than women with unmet needs. Women with secondary education were more likely to terminate a pregnancy as compared to those without education [aOR = 1.23; 95% CI 1.19–1.27]. With regards to age, we observed that every additional age increases the likelihood of terminating a pregnancy. At the contextual level, the women with female household heads were less likely to terminate a pregnancy [aOR = 0.95; 95% CI 0.92–0.97]. The least socio-economically disadvantaged women were less likely to terminate a pregnancy compared to the moderately and most socio-economically disadvantaged women. Conclusions: Our study contributes towards the discussion on unmet/met need for contraception and pregnancy termination across SSA. Women with met need for contraception have higher odds of terminating a pregnancy. The underlying cause of this we argued could be poor adherence to the protocols of contraceptives or the reluctance of women to utilise contraceptives after experiencing a failure. Governments of SSA and non-governmental organisations need to take pragmatic steps to increase met needs for contraception and also utilise mass media to encourage women to adhere to the prescription of contraceptives in order to reduce the incidence of unplanned pregnancies and unsafe abortions.

This study used the most recent DHS data from 32 countries in SSA that were conducted between January 2010 and December 2018. Specifically, data was extracted from the women’s files of the DHS data sets of the countries. The DHS are national surveys carried out every five years in over 90 low- and middle- income countries globally [19]. The DHS concentrates on non-communicable diseases, maternal and child health issues, physical activity, sexually transmitted infections, fertility, health insurance, tobacco use, and alcohol consumption. The surveys mainly provide data to monitor the demographic and health profiles of the respective countries [19]. The sample for the present study consisted of women with unmet/met need for contraceptives (aged 15–49) and had complete cases on all variables of interest (N = 265,505). The DHS program granted us access to the dataset after the evaluation of our concept note. The datasets are freely available to the public at www.measuredhs.com. The outcome variable of this study was ever terminated a pregnancy. This was derived from the question “have you ever had a pregnancy terminated?”. It was coded as 0 = “No” and 1 = “Yes”. Undeniably, due to the measurement approach, this variable may include some spontaneous abortion cases. However, the range of induced abortion found in this study (9.13%–38.68%) and the average (16.27%) are comparable to the prevalence reported from some of the countries included in this study such as Burkina Faso (12%) [20], Nigeria (23%) [21], Ghana (24%–25%) [15, 22] and Ethiopia (33.6%) [23]. This shows that the majority of the reported prevalence in this study are induced abortions and as such findings and recommendations from the study may be instructive to governments of sub-Saharan Africa. The main explanatory variable was unmet/met need for contraception and thirteen other explanatory variables were considered as well. All these variables were grouped into individual and contextual level variables based on the hierarchical nature of the dataset. The variables were selected based on their availability in the dataset, practical significance and theoretical relevance for unmet/met need for contraception and pregnancy termination in previous studies [15, 24, 25]. Unmet/met need for contraception was accompanied by these responses: never had sex, unmet need for spacing, unmet need for limiting, no unmet need, not married and no sex in the last 30 days, and infecund and menopausal. Women who had never had sex, and infecund/menopausal women were excluded from the analysis because they were not exposed to the contraceptive need measurement [15, 25]. We then generated a binary measure of contraception needs by coding the rest of the responses into ‘unmet need’ (unmet need for spacing and unmet need for limiting) = 0 and ‘met need’ (no unmet need, using for spacing and using for limiting) = 1 [25]. The other explanatory variables were age, wealth status, education, marital status, and parity. Age was recorded as 15–19, 20–24, 25–29, 30–34, 35–39, 40–44, and 45–49. Wealth status was categorized into poorest, poorer, middle, richer, and richest. Education was classified into four categories: no education, primary education, secondary education, and higher education. Three variables were considered at the contextual level, namely place of residence, socio-economic disadvantage, and sex of head of household. The socio-economic disadvantage variable was generated from the education and occupation variables and captured as tertile 1(least disadvantaged), tertile 2 (moderate disadvantaged), and tertile 3 (most disadvantaged). The sex of the household head was captured as male and female. We employed both descriptive and inferential analytical approaches. First, we computed the proportion of women who had ever terminated a pregnancy (see Table ​Table1).1). Following the hierarchical nature of the data set, the Multilevel Logistic Regression Model (MLRM) was employed. This comprises fixed effects, and random effects [26]. The fixed effects/measures of associations of the model were gauged with binary logistic regression which resulted in odds ratios (ORs) and adjusted odds ratios (aORs) (see Table ​Table2).2). The random-effects/ measures of variations, on the other hand, were assessed with Intra-Cluster Correlation (ICC) [27] (see Table ​Table2).2). All the analyses were carried out using STATA version 13.0. Background characteristics and proportion ever terminated pregnancy Multilevel binary logistic regression results on the predictors of pregnancy termination among women with unmet/met need for contraception in sub-Saharan Africa χ2 = 158.11 p = 0.0000 χ2 = 196.68 p = 0.0000 χ2 = 157.85 p = 0.0000 χ2 = 200.96 p = 0.0000 *p < 0.05 **p < 0.01 *** p < 0.001 We assessed the fitness of all the models with the Likelihood Ratio (LR) test. The presence of multicollinearity between the independent variables was checked before fitting the models. The variance inflation factor (VIF) test revealed the absence of high multicollinearity between the variables (Mean VIF = 2.98).

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

1. Mobile Health (mHealth) Solutions: Develop mobile applications or SMS-based platforms that provide information and reminders about contraception methods, pregnancy care, and safe abortion services. These platforms can also connect women to healthcare providers and enable them to access services remotely.

2. Community Health Workers: Train and deploy community health workers to provide education and counseling on contraception methods, pregnancy care, and safe abortion services. These workers can reach women in remote areas and provide personalized support and guidance.

3. Telemedicine: Establish telemedicine services that allow women to consult with healthcare providers remotely. This can help overcome geographical barriers and provide access to expert advice and guidance on contraception and pregnancy-related issues.

4. Task Shifting: Train and empower non-physician healthcare providers, such as nurses and midwives, to provide a wider range of maternal health services, including contraception counseling and safe abortion services. This can help alleviate the shortage of skilled healthcare providers and increase access to care.

5. Public-Private Partnerships: Foster collaborations between governments, non-governmental organizations, and private sector entities to improve access to maternal health services. This can involve leveraging private sector resources and expertise to expand service delivery and reach underserved populations.

6. Quality Improvement Initiatives: Implement quality improvement programs in healthcare facilities to ensure that maternal health services are delivered in a safe and effective manner. This can involve training healthcare providers, improving infrastructure and equipment, and implementing standardized protocols and guidelines.

7. Social Marketing Campaigns: Launch targeted social marketing campaigns to raise awareness about contraception methods, pregnancy care, and safe abortion services. These campaigns can use various media channels, including television, radio, and social media, to reach a wide audience and promote behavior change.

8. Financial Incentives: Introduce financial incentives, such as subsidies or cash transfers, to encourage women to seek and utilize maternal health services. This can help overcome financial barriers and increase utilization of contraception and safe abortion services.

9. Strengthening Health Systems: Invest in strengthening health systems, including improving infrastructure, training healthcare providers, and ensuring the availability of essential medicines and supplies. This can help create an enabling environment for the delivery of quality maternal health services.

10. Research and Data Collection: Conduct further research and data collection to better understand the factors influencing access to maternal health services and to inform evidence-based interventions. This can help identify gaps and opportunities for improvement and guide the development of targeted interventions.
AI Innovations Description
Based on the study titled “Contraception needs and pregnancy termination in sub-Saharan Africa: a multilevel analysis of demographic and health survey data,” the following recommendation can be developed into an innovation to improve access to maternal health:

1. Increase access to contraception: The study found that women with a met need for contraception were more likely to terminate a pregnancy than women with unmet needs. This suggests that there may be issues with the availability and accessibility of contraception. To address this, innovative solutions can be developed to increase access to contraception, such as mobile clinics that provide contraceptives in remote areas, community-based distribution programs, and telemedicine platforms that allow women to consult with healthcare providers and receive contraceptives remotely.

2. Improve education and awareness: The study also found that women with secondary education were more likely to terminate a pregnancy compared to those without education. This highlights the need for comprehensive sexual and reproductive health education that includes information on contraception, family planning, and safe abortion services. Innovative approaches, such as mobile apps or online platforms, can be developed to provide accurate and accessible information to women and girls, particularly in areas with limited access to formal education.

3. Address socio-economic disparities: The study found that socio-economically disadvantaged women were more likely to terminate a pregnancy. To address this, innovative interventions can be developed to improve access to contraception and maternal health services for women from low-income backgrounds. This can include subsidized or free contraception services, targeted outreach programs, and financial incentives for healthcare providers to serve underserved populations.

4. Strengthen healthcare systems: The study highlights the need for pragmatic steps to increase met needs for contraception and reduce the incidence of unplanned pregnancies and unsafe abortions. This requires strengthening healthcare systems, including training healthcare providers on contraceptive methods, ensuring the availability of a wide range of contraceptive options, and improving the quality of maternal health services. Innovative solutions, such as telemedicine platforms for remote consultations and follow-up care, can also be implemented to overcome geographical barriers and improve access to healthcare services.

Overall, the recommendations from the study suggest the need for innovative approaches to improve access to contraception and maternal health services in sub-Saharan Africa. By addressing issues related to availability, education, socio-economic disparities, and healthcare systems, it is possible to reduce the incidence of unplanned pregnancies and unsafe abortions, ultimately improving maternal health outcomes in the region.
AI Innovations Methodology
Based on the provided study, here are some potential recommendations to improve access to maternal health:

1. Increase access to contraception: Since unmet need for contraception is highest in sub-Saharan Africa, efforts should be made to improve access to a wide range of contraceptive methods. This can include increasing the availability of contraceptives in healthcare facilities, providing education and counseling on contraceptive options, and addressing cultural and social barriers to contraceptive use.

2. Improve adherence to contraceptive protocols: The study found that women with a met need for contraception were more likely to terminate a pregnancy. To address this, interventions should focus on improving adherence to contraceptive protocols. This can involve providing clear instructions on correct and consistent use of contraceptives, offering reminders and follow-up support, and addressing misconceptions or fears about contraceptive methods.

3. Promote comprehensive sexual education: Education plays a crucial role in empowering women to make informed decisions about their reproductive health. Implementing comprehensive sexual education programs in schools and communities can help increase knowledge about contraception, pregnancy prevention, and safe abortion options. These programs should also address gender norms, reproductive rights, and the importance of shared decision-making in relationships.

4. Strengthen healthcare systems: To improve access to maternal health, it is essential to strengthen healthcare systems in sub-Saharan Africa. This includes increasing the number of skilled healthcare providers, improving the quality and availability of maternal health services, and ensuring that healthcare facilities are equipped with necessary resources and infrastructure. Additionally, efforts should be made to reduce financial barriers to maternal healthcare, such as implementing health insurance schemes or providing subsidies for maternal health services.

To simulate the impact of these recommendations on improving access to maternal health, a methodology could involve the following steps:

1. Define indicators: Identify specific indicators that measure access to maternal health, such as the percentage of women using contraception, the rate of unintended pregnancies, the rate of pregnancy termination, or the availability of maternal health services in a given area.

2. Collect baseline data: Gather data on the selected indicators before implementing the recommendations. This can be done through surveys, interviews, or analysis of existing data sources such as the Demographic and Health Surveys (DHS) mentioned in the study.

3. Implement interventions: Implement the recommended interventions, such as increasing access to contraception, improving adherence to contraceptive protocols, promoting comprehensive sexual education, and strengthening healthcare systems. These interventions can be implemented at different levels, including individual, community, and policy levels.

4. Monitor and evaluate: Continuously monitor and evaluate the impact of the interventions on the selected indicators. This can involve collecting data at regular intervals, conducting surveys or interviews with target populations, and analyzing the data using appropriate statistical methods.

5. Compare results: Compare the data collected after implementing the interventions with the baseline data to assess the impact. This can be done by calculating changes in the selected indicators, such as percentage point increases in contraceptive use, reductions in unintended pregnancies, or improvements in the availability and utilization of maternal health services.

6. Adjust and refine: Based on the results, make adjustments and refinements to the interventions as needed. This can involve scaling up successful interventions, addressing any challenges or barriers identified during the evaluation process, and continuously improving the strategies to further enhance access to maternal health.

By following this methodology, policymakers and stakeholders can gain insights into the potential impact of the recommended interventions on improving access to maternal health in sub-Saharan Africa.

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