Situation analysis for delivering integrated comprehensive sexual and reproductive health services for displaced population of Kasaï, Democratic Republic of Congo: Protocol for a mixed method study

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Study Justification:
– Delivering integrated sexual and reproductive health services (SRHS) in emergencies is crucial to save lives, combat poverty, reduce inequities, and address social injustice.
– Conflict areas, particularly among internally displaced persons (IDPs), have high rates of preventable maternal deaths.
– The Kasaï region in the Democratic Republic of Congo (DRC) experienced unprecedented violence, resulting in the displacement of millions of adolescent girls and women who face significant SRH challenges.
– The study aims to assess the availability of SRHS in displaced camps in Kasaï, evaluate the SRHS needs of young girls and women, and identify barriers and challenges for SRH service delivery and use.
Highlights:
– The study will use a mixed-methods approach, combining quantitative and qualitative data collection methods.
– Quantitative data will be obtained through community-based surveys and health facility assessments, while qualitative data will be gathered through key informant interviews and focus group discussions.
– The study will focus on the Kasaï, Kasaï Central, and Kasaï Oriental provinces, which were heavily affected by the Kamuina Nsapu Insurgency.
– The target population includes adolescent girls and women aged 12-49 living in displaced camps, as well as health providers, community leaders, and married men in the same zones.
– The study will provide evidence to inform needs-based and responsive SRH service delivery, ultimately improving the quality and effectiveness of services in humanitarian settings.
Recommendations:
– Based on the study findings, recommendations can be made to enhance the availability and utilization of SRHS in displaced camps in Kasaï.
– These recommendations may include improving access to antenatal care, postnatal care, post-abortion care, family planning, and sexually transmitted infection management.
– Strategies to address barriers and challenges for SRH service delivery and use can be developed, such as strengthening health infrastructure, increasing the number of trained health providers, and promoting community engagement and awareness.
Key Role Players:
– Ministry of Health (national and provincial levels)
– Ministry of Social Affairs
– International non-governmental organizations (NGOs) working on SRH and in humanitarian settings
– Local NGOs
– Health facility managers and staff
– Religious leaders (priests, pastors)
– School managers and teachers
– Journalists
– Community leaders
– Youth leaders
– Civil society organizations
Cost Items for Planning Recommendations:
– Training and capacity building for health providers
– Infrastructure improvement in health facilities
– Procurement of medical equipment and supplies
– Community engagement and awareness campaigns
– Data collection and analysis
– Monitoring and evaluation activities
– Coordination and collaboration with stakeholders
– Reporting and dissemination of findings
Please note that the provided information is a summary of the study and its components. For more detailed information, please refer to the original publication in PLoS ONE, Volume 15, No. 12, December 2020.

The strength of evidence for this abstract is 8 out of 10.
The evidence in the abstract is strong because it provides a detailed description of the research design, data collection methods, and study population. The study aims to assess the availability and needs of sexual and reproductive health services in displaced camps in the Kasaï region of the Democratic Republic of Congo. It includes a mixed-methods approach, combining quantitative surveys, health facility assessments, key informant interviews, and focus group discussions. The sample size calculation for the community-based survey is provided, and the data analysis methods are clearly outlined. The abstract also mentions that the research protocol and data collection tools have been submitted to the National Ethical Committee and that informed consent will be obtained from all participants. To improve the evidence, the abstract could provide more information on the specific research questions or hypotheses being investigated.

Introduction Delivering integrated sexual and reproductive health services (SRHS) in emergencies is important in order to save lives of the most vulnerable as well as to combat poverty, reduce inequities and social injustice. More than 60% of preventable maternal deaths occur in conflict areas and especially among the internally displaced persons (IDP). Between 2016 and 2018, unprecedented violence erupted in the Kasaï’s region, in the Democratic Republic of Congo (DRC), called the Kamuina Nsapu Insurgency. During that period, an estimated three million of adolescent girls and women were forced to flee; and have faced growing threat to their health, safety, security, and well-being including significant sexual and reproductive health challenges. Between August 2016 and May 2017, the “Sous-Cluster sur les violences basées sur le genre (SC-VBG)” in DRC (2017) reported 1,429 Gender Based Violence (GBV) incidents in the 49 service delivery points in the provinces of Kasaï, Kasaï Central and Kasaï Oriental. Rape cases represented 79% of reported incidents whereas sexual assault and forced marriage accounted for respectively 11% and 4% of Gender Based Violence (GBV) among women and adolescent girls. This study aims to assess the availability of SRHS in the displaced camps in Kasaï; to evaluate the SRHS needs of young girls and women in the reproductive age (12–49). Studies of sexual and reproductive health (SRH) in the Democratic Republic of Congo (DRC) have often included adolescent girls under the age of 15 because of high prevalence of child marriage and early onset of childbearing, especially in the humanitarian context. According to the 2013 Demographic and Health Survey (DHS), about 16% of surveyed women got married by age 14 while the prevalence of early child marriage (marriage by 15) was estimated at 30%; to assess the use of SRHS services and identify barriers as well as challenges for SRH service delivery and use. Findings from this study will help provide evidence to inform towards more needs-based and responsive SRH service delivery. This is hoped for ultimately improve the quality and effectiveness of services, when considering service delivery and response in humanitarian settings. Data and methods We will conduct a mixed-methods study design, which will combine quantitative and qualitative approaches. Based on the estimation of the sample size, quantitative data will be drawn from the community-based survey (500 women of reproductive age per site) and health facility assessments will include assessments of 45 health facilities and 135 health providers’ interviews. Qualitative data will comprise materials from 30 Key Informant Interviews (KII) and 24 Focus Group Discussions (FGDs), which are believed to achieve the needed saturation levels. Data analysis will include thematic and content analysis for the KIIs and FGDs using ATLAS.ti software for the qualitative arm. For the quantitative arm, data analysis will combine frequency and bivariate chi-square analysis, coupled with multi-level regression models, using Stata 15 software. Statistic differences will be established at the significance level of 0.05. We submitted this protocol to the national ethical committee of the ministry of health in September 2019 and it was approved in January 2020. It needs further approval from the Scientific Oversee Committee (SOC) and the Provincial Ministry of Health. Prior to data collection, informed consents will be obtained from all respondents.

This research will consist of a mixed-methods study design, combining quantitative and qualitative approaches. Quantitative data will comprise of community-based surveys among young girls and women and health facility assessments. Qualitative data will comprise of Focus Group Discussions (FGDs) and key informant interviews (KIIs) with a broad range of stakeholders involved in SRH service delivery and response. The Clinic-Based Family Planning and Reproductive Health Services in Africa models will guide the design of the related data collection tools. Fig 1 shows the study conceptual framework adapted from “Clinic-Based Family Planning and Reproductive Health Services in Africa” [5]. Each component of the conceptual framework is in line with the study objectives. Resource variables encompass the program inputs and processes, such as those related to human resources and infrastructure. SRH services variables will explore antenatal care, postnatal care, post-abortion care, Family Planning, Sexually transmitted infection (STI) management, etc. The main study outcome variables include the following: SRH health Knowledge, SRH service seeking behavior and barriers to use SRHS among displaced women in Kasaï. The study will be conducted in displaced camps/ villages in the region of Kasaï, including the Kasaï, Kasaï Central and Kasaï Oriental provinces. The province of Kasaï has an area of 95,631 km2 and has an estimated population of four million, of which approximately 40% are displaced. It includes five territories: Dekese, Ilebo, Luebo, Kamonia and Mweka. It has 18 health zones (HZ), among which 11 were affected by the Kamwina Nsapu conflict [6, 7]. The city of Tshikapa is its capital town. Kasaï Central’s province measures 59,111 km2 and has an estimated population of four million inhabitants. This province is constituted of the following five territories: Tshimbulu, Demba, Dibaya, Kazumba and Luiza. The Kasaï Central’s province has 26 HZs, of which 24 have been affected by the conflict [6, 7]. Kananga is the city capital. In Kasaï Central, the survey will cover essentially health zones around Kananga, the city capital. Kasaï Oriental’s province has an area of 9,545 km2 occupied by about five million inhabitants. Five territories are part of it; listed as Tshilenge, Lupata pata, Katanda, Miabi and Kabeya Kamwanga [6, 7]. The last two territories were the most affected by the conflict. It has 19 HZs, eight of which were affected by the conflict, i.e. 50%. The city of Mbuji Mayi is its chief town. The study will sample different target population across both the quantitative and qualitative assessments with the aim of triangulation of obtained findings. The main study population includes adolescent girls and women of reproductive age 12–49 living in displaced camps in the province of Kasaï, Kasaï Central, and Kasaï Oriental provinces. Though studies of sexual and reproductive health, including the DHS usually focus on women aged 15–49, this study will include adolescent girls and women aged 12–49. This is particularly triggered as a result of the observed high prevalence of child marriage and early onset of childbearing rates in the Democratic Republic of Congo (DRC), as a result of the prevailing humanitarian context in the selected three the Kasaï’s region of this assessment. According to the 2013 Demographic and Health Survey (DHS), the overall prevalence rates of early child marriage, defined as marriage before the age of 15, among the surveyed women were 16%; while 30% of women were married before the age of 18 [4]. This population (12–49) will be eligible to participate in the community-based survey and in FGDs. Further, data collection will also target health providers, leaders of opinion, such as community and religious leaders, and married men living in the same displaced zones. The Health providers will be selected to participate in the health facility assessments. Community leaders will be selected to participate in the KIIs and married men will be selected to participate in the FGDs. The study will combine multiple data sources. We will use both the quantitative and qualitative data that will serve as primary sources. The secondary data sources will be the quantitative data from health facilities, NGO and other institutions’ (WHO, UNFPA, UNICEF, etc.) reports as well as documents from the ministry of social affairs and the ministry of Public Health in DRC. Information from those sources will help comprehend and describe the study context, status of health services and their use in general, and among women in particular, as the compiled SRH services use information will be area specific. As already indicated, the quantitative data will come from both the community surveys and the health facility assessments. The qualitative data will be collected using Key Informant Interviews (KII) and Focus Group Discussions (FGDs). Community-based survey. We will carry out a community-based survey among adolescent girls and women in the Kasaï region will be carried out. The sampling strategy and sampling size calculation are outlined, as per the below formula. This formula determines the minimum sample size needed for community-based quantitative survey: Assuming the confidence level of 95% (Z = 1.96), the marginal error of 5% (0.05), the refusal rate of about 10% and the design effect of 1.2, the minimum estimated sample size needed for this survey is estimated to 480 young girls and women of reproductive age (12–49) per site. We rounded up the number to 500 women. We will select 500 households randomly distributed across the selected villages where displaced people are living. We will use a multi-stage cluster sample. The sampling will revolve a random selection of villages followed by random selection of households by random from each province. First, we will select randomly 20 villages from an updated list of villages/camp where displaced population are living) in each province. Then, we randomly choose 25 households in each selected village/camp. In total, 500 households will be selected (20 villages X 25 households) per province. To be able to randomly select households in a village, a list of all households and their location (structure number) will be prepared prior to actual fieldwork (mapping and numbering). Finally, following the households’ selection, within each selected household, we will interview all women aged 12–49. The community-based survey hast two questionnaires: the household questionnaire (S1 Annex, S1 Appendix) and the woman questionnaire (S2 Annex, S1 Appendix). The household questionnaire contains a cover sheet to help identify the household and it lists all members of the household and visitors (Household Schedule). It seeks to collect socio-demographic and housing characteristics information. The goal of the questionnaires is to collect not only socio-demographic information such as name, sex, age, education, marital status and relationship to the head of household, but also information related to the housing characteristics. The housing characteristics information of interest are type of water source, sanitation facilities, quality of flooring, and ownership of durable goods. The household questionnaire (S1 Annex, S1 Appendix) will be administered to the head of household or any other credible respondent. In addition, it will also assist the interviewer to identify young girls and women respondents who will be eligible for the Woman Questionnaire. Adolescent girls and women aged 12–49 years in every selected household who are members of that household (i.e. those that usually live in the household) and visitors (those who do not usually live in the household but who slept there in the previous night) will be eligible for interview. As indicated, the women questionnaire (S2 Annex, S1 Appendix) will be separately administered to all females in the household who are of reproductive age (12–49 years old). The Woman’s Questionnaire seeks to collect data on the following topics: Health facility surveys. The health facility assessment will combine a health facility quantitative survey coupled with a facility audit. A total of 15 health facilities per province will be selected. These will include one referral hospital and health centers. In each selected health facility, an audit and a providers’ interview will be conducted. The Facility audit (inventory) questionnaire (S3 Annex, S1 Appendix) will collect general information on the health facility, staffing, availability of SRHS, safety and hygiene, diagnosis of sexual transmitted infections and human immunodeficiency virus (STIs/ HIV), equipment and supplies, the use of SRHS as well as indicators for measuring the quality of care and stock-outs. The facility audit questionnaire will combine both questions for the facility manager and it will be coupled and the standardized assessment of the health facility. Only health facilities located in villages where displaced people are living will be selected. We will interview a total sample of 60 providers in each site (4 providers X 15 health facilities) will be interviewed. In each site, all providers will be listed and assigned a number. Using Stata 15 command for random sample selection, four providers per facility will be selected to complete the questionnaire. If the number of health providers is less than four in a health facility, all providers will be eligible for the survey. Providers are eligible for selection, if they manage one or more of the following SRH services: working in family planning services, outpatient clinic; post-partum; post-abortion; and other health areas if services are integrated. The data collected from the providers will include: information on their characteristics and qualifications; perceived views of the program and confidence in training received; experience and attitudes toward the service delivery environment; perceived challenges; and future recommendations. In particular, the questionnaire will be divided into the following sections: Providers’ background characteristics, including education and experience; General pre-service and in-service training; experience in Family planning services; experience in maternal health; experience in sexuality transmitted infections, including HIV and acquired immunodeficiency syndrome (AIDS); Diagnosis services and working conditions (See S4 Annex for the providers’ question, S1 Appendix). The Qualitative surveys will consist of 30 Key Informant Interviews (KIIs) and 12 Focus Group Discussions (FGDs). Box 1 summarizes the content of each group and the respective sampling process. The KIIs will be conducted as semi-structured interviews with principal stakeholders, including religious leaders (priests and pastors), school managers and teachers, health professional, journalists, staff of NGOs working on sexual and reproductive health, religious leaders, youth leaders, civil society organizations, lay public males and females. They will also be conducted among key actors and stakeholders from different NGOs, for example, staff of international organizations (such as SRH Working Group (WG) led by UNFPA, WHO, etc.) to provide an insight regarding the service availability and utilization. A total of 30 key informants will be selected (as indicated), 10 per province/ site. The selection of the key informants will be based on the following criteria: (1) A member of the local community; (2) knowledge and involvement in sexual and reproductive health related activities; (3) a professional or leader of opinion (member of a local or international organization, teacher, community leader, churchmen, etc.); and (4) provided consent for the interview. FGDs will also be conducted with displaced married men and women. These FGDs aim to provide an overview about men and women prevailing perceptions around access to SRH services, needs and use among the families. Furthermore, they will capture the level of male engagement in promoting sexual and reproductive health and rights; understand men’s views of their preferred methods of engagement; as well as explore factors that could enable better men’s engagement in Family Planning (FP) decision-making, prevention of Gender-based violence, and prevention and management of STI/HIV/AIDs. Questions exploring issues around the importance of sexual and reproductive health programs, particularly in humanitarian crisis context (perceived benefits, perceived threats of SRH problems, perceived barriers) regarding implementation of SRH and mitigation strategies, and sustainability aspects of SRH programs/ interventions will also be discussed during the FGDs. The FGD guide is found in S1 Appendix. In total, we will conduct 24 focus group discussions (FGDs), eight per province based on age and sex of participants. Four FGDs will be conducted with men and four with women. For each age group, four FGDs will be conducted with adults and four with youth. Two FGDs for young females, two FGDs for young men, two FGDs for men (25 year of age or above), two FGDs for women (25 year of age or above). This is consistent with Hennink (2019) [8] who suggested that two groups per stratum provided a more comprehensive understanding of issues, while more groups per stratum provided little additional benefit, particularly in mixed studies. However, we will conduct further FGD until saturation of information, if saturation is not reached after 2 FGD per age group. The selection of the FGDs participants will be based on age, gender and the fact of being displaced because of the Kamwina Nsapu’s conflict. The FGDs will be conducted in Tshiluba, the national language spoken in the three Kasaï’s region which comprises the three provinces of Kasaï, Kasaï Central and Kasaï Oriental. The collected materials will further be translated and transcribed from Tshiluba to French using Microsoft Word. Data analysis combine both qualitative and quantitative statistical analyses. Qualitative data analysis will include thematic and content analysis of KIIs and FGDs using ATLAS.ti software. Quantitative data analysis will combine statistical techniques of mainly univariate and bivariate analysis, including t-test, chi-square test, survival analysis, multi-level regression models, analysis of variance (ANOVA) and Tree Decision analysis depending on the nature of the dependent variable and the specific. The level of significance is set to 0.05. We will use Stata 15 (StataCorp, 4905 Lakeway Drive, College Station, Texas, USA) for data cleaning, management and analysis. The research protocol and data collection tools have been submitted to the National Ethical Committee of the Ministry of Health in DRC in September 2019. Prior to data collection, a formal authorization request will be sought from the central and local administrations of the Ministries of Public Health (MoPH), Interior Affairs (MIA) and Ministry of Social Affairs (MSA). Furthermore, the Scientific Oversee Committee (SOC), including experts from the ministry of health, International Non-Governmental Organizations (NGOs) working on Sexual and Reproductive Health (SRH) and in humanitarian settings as well as experts from Universities will provide support, guidance and oversight progress. Prior to data collection, informed verbal consent will be obtained from all respondents coupled with ensuring maximum levels of privacy and confidentiality of the different study participants. At the field level, informed verbal consent will be obtained from all respondents, whether the community-based (household’) survey, the KIIs and the FGDs. Written informed consent will be also asked for health facility surveys. All participants will be ensured that they have the full right to participate or decline participation without losing any benefits or rights. Individuals choosing to participate will be informed that they are free to withdraw from the study at any point of time, and they can choose to not answer questions if they feel uncomfortable. Subjects will NOT be asked to give permission for release of identifiable data at any time during the study duration or in the future. The individual’s privacy will be strictly respected during data collection. Data collectors will be properly trained to respect participants’ privacy and right to immediately end the study if privacy is violated. Confidentiality will be maintained at each step of data collection and data analysis. We will use appropriate disclosure avoidance methods to prevent any linkage between the data and individual respondents. There will not be any identifiers to link data with individuals. All data will be under lock and key’s access will be given only to the research team. In order to ensure data quality, the research team will employ various quality control measures throughout the study process. The following strategies will be used to monitor and preserve data quality standards: (1) pre-testing of study instruments to ensure relevance and validity; (2) electronic data collection tools (with tablets) using software and computer validation programs to check the logical consistency of data; (3) training and assessment of fieldworkers prior to actual data collection; (4) close supervision of fieldworkers (One supervisor will oversee five data collectors); (5) organization of daily debriefing meeting for all field staff to share experiences, lessons learned and challenges; (6) accuracy, consistency and completion will be conducted for both quantitative and qualitative data at the end of each day; (7) analysis of the completeness of information as well as identification of outliers during data cleaning and data analysis. Qualitative data will be transcribed and translated into French and English prior to analysis.

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

1. Mobile Health (mHealth) Solutions: Develop mobile applications or SMS-based platforms to provide pregnant women and new mothers with information on prenatal care, postnatal care, and family planning. These platforms can also be used to schedule appointments, send reminders, and provide access to telemedicine consultations.

2. Telemedicine: Implement telemedicine services to connect pregnant women in displaced camps with healthcare providers. This can help overcome geographical barriers and provide access to medical advice, consultations, and follow-up care remotely.

3. Community Health Workers: Train and deploy community health workers in displaced camps to provide basic maternal health services, including prenatal care, postnatal care, and family planning counseling. These workers can also educate women on the importance of seeking timely healthcare and help them navigate the healthcare system.

4. Mobile Clinics: Set up mobile clinics in displaced camps to provide comprehensive maternal health services, including antenatal care, delivery services, postnatal care, and family planning. These clinics can travel to different locations to reach women who may have limited mobility or face transportation challenges.

5. Partnerships with NGOs and International Organizations: Collaborate with NGOs and international organizations working in the region to leverage their expertise, resources, and networks to improve access to maternal health services. This can involve joint initiatives, capacity building programs, and sharing of best practices.

6. Health Education and Awareness Campaigns: Conduct targeted health education and awareness campaigns to educate women in displaced camps about the importance of maternal health, family planning, and available services. These campaigns can use various mediums, such as posters, radio broadcasts, and community meetings, to reach a wide audience.

7. Strengthening Health Facilities: Invest in improving the infrastructure, equipment, and staffing of health facilities in the region to ensure they can provide quality maternal health services. This can involve renovating existing facilities, providing necessary medical equipment and supplies, and training healthcare providers on best practices in maternal healthcare.

8. Integration of Services: Promote the integration of maternal health services with other healthcare services, such as HIV/AIDS prevention and treatment, to provide comprehensive care to women in displaced camps. This can improve efficiency, reduce duplication of efforts, and ensure holistic care for women’s health needs.

9. Data Collection and Monitoring: Establish a robust data collection and monitoring system to track the utilization of maternal health services, identify gaps in service delivery, and measure the impact of interventions. This data can inform evidence-based decision-making and help allocate resources effectively.

10. Policy and Advocacy: Advocate for policies and funding that prioritize maternal health in humanitarian settings. This can involve engaging with policymakers, raising awareness among stakeholders, and advocating for increased investment in maternal health programs.

It is important to note that the implementation of these innovations should be context-specific and take into account the unique challenges and needs of the displaced population in the Kasaï region of the Democratic Republic of Congo.
AI Innovations Description
The recommendation that can be developed into an innovation to improve access to maternal health based on the described research is to implement a comprehensive sexual and reproductive health (SRH) program specifically tailored for displaced populations in the Kasaï region of the Democratic Republic of Congo (DRC). This program should address the unique challenges faced by displaced women and adolescent girls in accessing SRH services.

The program should include the following components:

1. Strengthening health facilities: Conduct health facility assessments to identify gaps in SRH services and infrastructure. Provide necessary resources and training to health providers to ensure they can deliver quality SRH services.

2. Community-based surveys: Conduct community-based surveys to gather data on the SRH needs and behaviors of displaced women and adolescent girls. This data will help inform the design and implementation of targeted interventions.

3. Focus on prevention and education: Develop and implement comprehensive education programs on SRH, including family planning, antenatal care, postnatal care, and prevention of sexually transmitted infections. These programs should be culturally sensitive and tailored to the specific needs of displaced populations.

4. Engage key stakeholders: Collaborate with religious leaders, community leaders, NGOs, and other stakeholders to raise awareness about the importance of SRH and to promote community acceptance and support for SRH services.

5. Male involvement: Engage men in promoting SRH and family planning, as well as in preventing gender-based violence. This can be done through targeted interventions, such as focus group discussions with married men, to understand their perceptions and preferences regarding SRH services.

6. Sustainability and scalability: Develop a sustainable and scalable model for delivering SRH services in humanitarian settings. This may involve partnering with local organizations and building their capacity to continue providing SRH services even after the initial intervention ends.

By implementing these recommendations, access to maternal health services can be improved for displaced women and adolescent girls in the Kasaï region of the DRC. This will help save lives, reduce inequities, and promote social justice in conflict-affected areas.
AI Innovations Methodology
Based on the provided information, here are some potential recommendations for improving access to maternal health in the displaced camps in Kasaï, Democratic Republic of Congo:

1. Strengthening healthcare infrastructure: Improve the availability and quality of healthcare facilities in the displaced camps by providing necessary equipment, supplies, and trained healthcare providers.

2. Increasing awareness and education: Implement comprehensive sexual and reproductive health education programs targeting adolescent girls and women in the reproductive age group. This can include information on family planning, antenatal care, postnatal care, and prevention and management of sexually transmitted infections.

3. Enhancing community engagement: Involve community leaders, religious leaders, and other influential stakeholders in promoting and supporting maternal health services. This can help reduce cultural and social barriers to accessing healthcare.

4. Improving coordination and collaboration: Enhance coordination among different organizations and stakeholders involved in providing maternal health services in the displaced camps. This can help streamline efforts, avoid duplication, and ensure efficient use of resources.

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

1. Baseline data collection: Collect data on the current status of maternal health services, including availability, utilization, and barriers. This can be done through surveys, interviews, and facility assessments.

2. Define indicators: Identify specific indicators that can measure the impact of the recommendations, such as the number of women accessing antenatal care, the percentage of women using modern contraception, or the reduction in maternal mortality rates.

3. Simulate scenarios: Develop different scenarios based on the recommendations, considering factors such as increased healthcare infrastructure, improved education programs, and enhanced community engagement. Estimate the potential impact of each scenario on the defined indicators.

4. Data analysis: Analyze the simulated data to assess the potential impact of the recommendations on improving access to maternal health. Compare the different scenarios to determine which interventions are most effective in achieving the desired outcomes.

5. Sensitivity analysis: Conduct sensitivity analysis to assess the robustness of the results and identify potential uncertainties or limitations in the simulation model.

6. Policy recommendations: Based on the simulation results, provide policy recommendations on the most effective interventions to improve access to maternal health in the displaced camps. Consider factors such as feasibility, cost-effectiveness, and sustainability.

It is important to note that the methodology described above is a general framework and may need to be adapted based on the specific context and available data in the Kasaï region.

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