Maximizing adherence and retention for women living with HIV and their infants in Kenya (MOTIVATE! study): Study protocol for a randomized controlled trial

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Study Justification:
– The study aims to address the challenges of achieving successful completion and retention throughout the prevention of mother-to-child HIV transmission (PMTCT) cascade.
– It focuses on evaluating the impact of mobile text messaging and community-based mentor mothers (cMMs), or both, on increasing antiretroviral therapy (ART) adherence, retention in HIV care, maternal viral load suppression, and mother-to-child HIV transmission.
– The study will provide valuable insights into interventions that can promote long-term retention in the PMTCT cascade of care.
Study Highlights:
– The study will be conducted in the western Kenyan counties of Migori, Kisumu, and Homa Bay, which have the highest HIV prevalence in Kenya.
– It will be a cluster randomized, controlled trial with four groups: text messaging and cMM, cMM only, text messaging only, and standard of care.
– The interventions will be added to existing high-quality HIV and antenatal, maternal, neonatal, and child health services.
– The study will enroll 1336 HIV-infected pregnant women and evaluate the impact of the interventions on service utilization and maternal and child health outcomes.
– The interventions include cMMs conducting home visits and community outreach activities, as well as theory-based mobile phone text messages with bi-directional communication.
– The study will also provide on-the-job training to strengthen the delivery of integrated ANC/MNCH/HIV clinical services.
Recommendations for Lay Reader and Policy Maker:
– The study findings will inform strategies to improve ART adherence, retention in HIV care, and maternal and child health outcomes for women living with HIV and their infants.
– Implementing interventions such as mobile text messaging and community-based mentor mothers can help promote long-term retention in the PMTCT cascade of care.
– Policy makers should consider integrating these interventions into existing healthcare services to improve outcomes for pregnant and breastfeeding women living with HIV.
Key Role Players:
– Study participants (HIV-infected pregnant women)
– Community-based mentor mothers (cMMs)
– Healthcare providers (nurses, doctors)
– Research staff
– Community Advisory Group (CAG)
– Local health workers
– Community leaders
– Representatives of community groups
– Persons living with HIV
Cost Items for Planning Recommendations:
– Training for cMMs and healthcare providers
– Bicycles for cMMs
– Study T-shirts for cMMs
– Mobile phones for cMMs
– CMNH counseling chart for cMMs
– Basic supplies for cMMs
– Monthly allowance for cMMs
– Study nurse for supervision of cMM activities
– Text messaging software development and customization
– Airtime for participant registration messages
– Refresher trainings for healthcare providers
– Blood sampling and laboratory testing
– Electronic data abstraction form development
– Data collection by research staff
– Community workshops and meetings
– Standardized HIV clinic visit forms and registers
– Data sharing in accordance with funder policies
– Dissemination of results through presentations, conferences, and publications

The strength of evidence for this abstract is 8 out of 10.
The evidence in the abstract is strong because it describes a randomized controlled trial with a clear study protocol. The study aims to evaluate the effect of mobile text messaging, community-based mentor mothers (cMMs), or both on increasing antiretroviral therapy (ART) adherence, retention in HIV care, maternal viral load suppression, and mother-to-child HIV transmission. The study will be conducted in three high HIV prevalence counties in Kenya. The abstract provides detailed information about the study design, interventions, sample size calculations, and data analysis methods. However, to improve the evidence, the abstract could include more information about the expected outcomes and potential limitations of the study.

Background: Successful completion and retention throughout the multi-step cascade of prevention of mother-to-child HIV transmission (PMTCT) remains difficult to achieve. The Mother and Infant Visit Adherence and Treatment Engagement study aims to evaluate the effect of mobile text messaging, community-based mentor mothers (cMMs), or both on increasing antiretroviral therapy (ART) adherence, retention in HIV care, maternal viral load suppression, and mother-to-child HIV transmission for mother-infant pairs receiving lifelong ART. Methods/design: This study is a cluster randomized, 2 × 2 factorial, controlled trial. The trial will be undertaken in the western Kenyan counties of Migori, Kisumu, and Homa Bay. Study sites will be randomized into one of four groups: six sites will implement both text messaging and cMM, six sites will implement cMM only, six sites will implement text messaging only, and six sites will implement the existing standard of care. The primary analysis will be based on the intention-to-treat principle and will compare maternal ART adherence and maternal retention in care. Discussion: This study will determine the impact of long-term (up to 12 months postpartum) text messaging and cMMs on retention in and adherence to ART among pregnant and breastfeeding women living with HIV in Kenya. It will address key gaps in our understanding of what interventions may successfully promote long-term retention in the PMTCT cascade of care.

The focus of this work is in Migori, Kisumu, and Homa Bay counties in Kenya. With 14.3% (Migori), 19.9% (Kisumu), and 26% (Homa Bay) of adults 15–49 years of age testing HIV-positive in 2015, this region has the highest HIV prevalence in Kenya [25]. Kenya officially adopted Option B+ for pregnant and breastfeeding women in 2014, with rollout thereafter. This setting has several characteristics that make it a priority area for research on the implementation of Option B+ among HIV-positive pregnant women and their families, including (1) high HIV prevalence among pregnant women (20%), (2) high rates of MTCT of HIV (10%), and (3) low retention for women who test HIV-positive at antenatal care (ANC) clinics [26, 27]. This study will be conducted at 24 low-resource primary health care facilities in the selected counties. All study facilities provide PMTCT services including Option B+ integrated into the ANC clinic. This study is a cluster randomized, factorial, controlled trial. Using a 2 × 2 factorial design, we will evaluate the effect of cMMs, text messaging, or both on service utilization and maternal and child health outcome indicators. Study sites will be randomized into one of four groups: six sites will implement both interventions, six sites will implement the cMM intervention only, six sites will implement the mobile phone text message intervention only, and six sites will implement the existing standard of care only (Fig. 1). Randomization will be stratified by geographic region such that each unique geographic region will have at least one site in each study arm. The study employs a unique participatory community randomization approach. Site representatives and key stakeholders will be invited to a centralized randomization meeting in which a representative from each site chooses a sealed opaque envelope from a jar; the envelope reveals their site’s randomization arm. 2 × 2 factorial design. Using a 2 × 2 factorial design, this study will evaluate the effect of community-based mentor mothers (cMMs), text messaging, or both on service utilization and maternal and child health outcome indicators The interventions will be added to fully integrated high-quality HIV and antenatal, maternal, neonatal, and child health (ANC/MNCH) services already offered at these sites. These services will be enhanced with regular Continuing Medical Education seminars and customer care/stigma-reduction training for health workers. We aim to enroll 1336 HIV-infected pregnant women identified in the ANC clinics at study sites. We are including HIV-infected pregnant women who are 18 years or older, have access to a mobile phone (and have disclosed their HIV status to any person sharing the phone), and are willing to have home visits (or meetings with a cMM in an alternate location). We are excluding non-pregnant women, those with unknown HIV status, or those uninfected at the time of the first ANC visit. Approximately 334 women will be enrolled in each of the four study arms. HIV-positive pregnant women attending ANC clinics at one of the study sites will be recruited by a study nurse at presentation to clinic or referral from the community. Informed consent will be obtained for all participants. Women will be sequentially recruited until the sample size has been attained. Our interventions build on comprehensive integrated HIV and ANC/MNCH services at the clinic level, adding evidence-based approaches in the community and at the individual level to support adherence to and retention in the setting of Option B+. These include (1) cMMs who conduct home visits and other community outreach activities to support PMTCT services and (2) theory-based mobile phone text messages with bi-directional communication to relay health messages and help retain women, men, and infants in existing clinical services. cMMs are women living with HIV with recent pregnancy experience who support uptake and retention of PMTCT services in their communities. Unlike traditional facility-based mentor mother programs, in this study, cMMs will be based in the community and will conduct home visits for HIV-positive women (together with their male partners if desired) in their respective communities in order to assist with safe disclosure, support safe infant feeding, promote safer sex and family planning, encourage early infant testing and follow-up, and promote ART adherence and return for HIV care visits. Criteria for selecting cMMs are modeled on Kenya Mentor Mother Program Guidelines [20]. These include being an HIV-positive mother, having recent PMTCT experience (6 months–2 years), attaining a minimum of Standard 8 education, having disclosed HIV status to at least one person within her household, living within the local community, and demonstrating good ART adherence for at least 6 months. cMMs will participate in 2 weeks of initial training that covers basic medical knowledge about HIV infection and ART, behaviors that help prevent mother-to-child transmission, safer feeding options for infants, counseling methods that can help women to safely disclose their status, strategies for negotiating safer sexual practices, and nutritional guidelines for women living with HIV as outlined in the Kenya Mentor Mother National Guidelines [20]. This training will include stigma-reduction and sensitivity training modules. For this study, the home locations provided by the enrolled pregnant women will be grouped into zones. Each zone will comprise approximately 10 villages and will correspond to the geographic sub-locations in the community unit. Each zone will be given a unique identifying number and will have two to three resident cMMs who will also be identified by that number. The research staff will obtain informed consent from the HIV-positive woman for home visits by the cMM. Women who do not wish to be visited at home but who accept meetings with cMMs will be given the option to meet at an alternate location. Each cMM will be initially assigned 25–30 women, whom she will follow through pregnancy and 12 months postpartum. The cMM visit schedule is designed to coordinate with ANC visits, maternal clinic visits, and infant HIV testing and immunization schedules to maximize retention in PMTCT and other essential health services for women and children as outlined in the national community maternal newborn health (CMNH) guidelines for Kenya. Specifically, cMMs will conduct at least two prenatal visits 4 weeks apart, one visit on the day of delivery (day 0) and additional postnatal visits on days 2 and 7, weeks 6, 10, and 14, and at months 6, 9, and 12. During home visits, cMMs will provide HIV and other health education, support HIV disclosure and ART adherence, and facilitate retention in care. To assist with their duties, cMMs will each be given a bicycle, identifying study T-shirts, a mobile phone, a CMNH counseling chart, basic supplies, and an initial basic monthly allowance of about $117 USD. A full-time study nurse will perform day-to-day supervision of cMM activities in each study zone. Previously tested text messages sent antenatally through 6 weeks postpartum in this setting were adopted from Odeny et al. [23, 24]. We conducted additional focus group discussions to refine the content, optimum frequency, and timing of the additional text messages to be used in this study, focusing on ART adherence and retention in care for Option B+ [28]. Based on focus group input, HIV will not be explicitly mentioned in text messages. However, medication adherence will be emphasized along with reminders for return clinic visits and general health messages. Participating women will receive text messages at their preferred frequency and in their preferred language (from a choice of English, Kiswahili, or Dholuo). Women who share phones will be enrolled only if they have disclosed their HIV status to the person with whom the phone is shared. From our previous work with mobile technologies for HIV prevention and treatment, we have developed an automated text messaging software that allows customization of messages based on an individual recipient’s preferred language and preferred time for receiving messages. Further individual tailoring allows options for messages to include a participant’s name as well as her infant’s name and sex after delivery. Participants’ phone numbers and text preferences will be recorded by sending a text message from their mobile phone to our automated software using a pre-defined syntax. The syntax will include their unique study identification number, date of the last normal menstrual period, preferred language, a preferred time for receiving texts, and an option to provide a preferred name. Participants’ mobile phones will be loaded with 20 Kenya Shillings (approximately $0.20 USD) worth of airtime to cover the cost of this registration message. After registration, our automated study software will send out free messages weekly, at the preferred time of day and in the language specified by the participant. Weekly message content is intended to coincide with PMTCT care and maternal child health schedules and is sent through 1 year postpartum. A bi-directional communication component will supplement the automated text messages to provide additional support and education for women. At any time during the study, participants will be allowed to call or send a text to the study coordinator, a nurse trained and experienced in PMTCT and maternal and child health. Participants will be able to request to talk with the study coordinator by sending a free “call back” message. Whenever a participant requests to be called back, our study software will immediately send back a confirmation response and simultaneously send a text message to alert the study coordinator. The coordinator will then call the patient and record details of their conversation. On-the-job training to strengthen the delivery of fully integrated ANC/MNCH/HIV clinical services will be conducted. Refresher trainings for health care providers at study sites will cover the components of high-quality ANC, PMTCT, and HIV treatment for pregnant women; early infant diagnosis; care and treatment for HIV-exposed infants and HIV-infected children; and postpartum family planning. Study interventions will begin during pregnancy when the participant is enrolled and continue up to12 months postpartum. Blood sampling and laboratory testing required for primary and secondary study outcomes, including HIV testing for pregnant women and exposed infants, maternal CD4 counts, and viral loads, will be conducted as part of routine care per Kenya National ART guidelines by health facility staff. We will also establish a Community Advisory Group (CAG) composed of local health workers, community leaders, representatives of community groups, and persons living with HIV in the study communities. This group will be invited to participate in a multi-day workshop to discuss the study plans, refine the content of community outreach messages, and discuss the cMM intervention; as well as in regular meetings throughout the study period. We will work with the CAG to develop methods for introducing the study, obtaining local support, and keeping communities informed about study progress and results. Standardized HIV clinic visit forms and clinic registers developed by the Kenyan Ministry of Health (MOH) are used at all patient clinic visits. For this study, a standardized electronic data abstraction form with built-in quality controls has been developed to capture demographic and clinical information from these clinic and patient records. Data will be collected by trained research staff from source documents on a weekly or bi-weekly basis. All participant visits since the last data abstraction will be entered into the electronic form. Research staff will support accurate and thorough documentation by health care providers during routine site visits. Data collection on study participants will continue for a minimum of 12 months postpartum or until study end. Primary outcome measures include adherence to ART and retention in care at 12 months postpartum. ART adherence will be measured via self-report routinely collected in the woman’s medical record and viral load. Patient adherence is classified by MOH routine data collection tools as good (>95%), fair (85–94%), or poor (<85%) assessed from the last clinic visit, with clear definitions for each of these categories. Viral load measurements will be conducted as per Kenya National ART guidelines after 6 months of ART for those newly initiating (or at time of pregnancy identification for those already on ART). Those with viral load  1000 copies/mL will be evaluated for evidence of treatment failure or poor adherence. Our primary outcome for retention in care will be obtained from the women’s clinic visit history and is defined as the proportion of women who have an HIV care visit within 90 days at 12 months after delivery. Data will be shared in agreement with funder (National Institutes of Health, NIH) data sharing policies. Results will be disseminated to local stakeholders (including participants) through local presentations, regional/national/international conferences, and publications. We have powered this study based on differences in proportions in a cluster randomized trial for our key outcomes of maternal ART adherence (percentage of women who report at least 85% adherence) and maternal retention in care (proportion of women with visit within 90 days) at 12 months postpartum. Our sample size and power estimates are based on both clinical and logistic factors. Current estimates on required adherence to non-nucleoside-based regimens are estimated to be 75–80% [29–31]. Additionally, current standard HIV clinic forms in use in Kenya define good adherence as > 95% adherence, fair adherence as 85–94% adherence, and poor adherence as < 85% adherence based on number of missed doses. Power calculations were made based on estimated differences in these rates in the intervention versus the control arms of the study, using appropriate methods for clustered data [32]. We estimated a baseline ART adherence rate of 55% based on current rates found in the literature for sub-Saharan Africa [33] and a baseline retention in care rate of 48% based on data from our recent trial of service integration conducted in the same region in Kenya [26]. We powered our study to be able to detect a 25% absolute increase in ART adherence due to each intervention individually. Given that the actual intracluster correlation coefficients (ICCs) are not known for these outcomes and are not easily specified, we calculated the number of communities needed for ICCs ranging from 0.06–0.12 for 80% power with a two-sided alpha of 0.05, for a fixed average cluster size (Table 1). To achieve 80% power for detecting a significant difference in the proportion who are at least 85% adherent at 12 months, from 55% in the control arm versus 80% in the intervention arm (two-sided p < 0.05), with a conservative (high) ICC of 0.12 and an average of 70 women sampled per community (an estimated minimum of 50 and maximum of 130 women per cluster), we would need 18 communities, 4.5 in each arm of the trial. For retention in care, to achieve 80% power to detect a significant difference in the proportion who have an HIV care visit within 90 days of the 12 months postpartum date, from an estimated 48% in the control arm versus 73% in the intervention arm (two-sided p < 0.05), with a conservative (high) ICC of 0.12 and an average of 70 women sampled per community (50—130 women per cluster), we would need 20 communities, 5 in each arm of the trial. This sample size will power us to evaluate both of our primary outcomes. It is conservative due to the high ICC estimate and thus should also be sufficient if we experience loss to follow-up. This will result in a target sample size of 1336 women (334 women per arm). Sample size calculations with different levels of intracluster correlation coefficient (ICC)a aEstimates adjusted for unequal cluster sizes, assuming an average cluster size of 70 Preliminary analyses will summarize characteristics of the intervention and control women and assess frequency distributions of variables to identify outlying or unusual values. Initial analyses of our primary outcomes of maternal ART adherence and maternal retention in care (dichotomous variables) will be based on comparisons of proportions between intervention and control groups using cluster-adjusted chi square tests. Although there are only 24 clusters, each mean or percentage will be based on a relatively large number of women, and the normal approximation to the binomial distribution can be used. These tests will be evaluated based on a two-sided alternative hypothesis with a 5% type I error rate. Given the clustered study design, generalized estimating equation (GEE) models will be used to test for differences of interest in univariate and multi-variable models, adjusted for relevant covariates (such as time on ART), using logistic links for these binary outcomes. Secondary outcomes, such as time to infant testing uptake, maternal viral load suppression, and changes in maternal CD4 counts, will be analyzed using similar methods, taking into account the nature of the dependent variable (continuous, dichotomous, or time to event). Results will be summarized as odds ratios for models based on binary responses (e.g., enrollment in HIV care), hazard ratios for time-to-event outcomes (e.g., time to infant HIV test), and mean changes for continuous responses (e.g., maternal CD4 count); respective 95% confidence intervals will also be reported based on the robust variance estimates from the GEE models. Past research with this population suggests that, in spite of our best efforts, we will be unable to locate some individuals for follow-up, perhaps as many as 20%. We will gauge the impact on our study in two ways. First, we will perform multiple imputations under the missing-at-random (MAR) assumption. Our imputation model will include the rich array of baseline covariates collected; in that context, MAR would mean that women we locate are representative of women with the same observed characteristics whom we cannot locate. This assumption is superior to a range of other ad hoc methods; however, the MAR assumption is untestable [34, 35]. For that reason, we will also examine the sensitivity of our findings to violations of the MAR assumption, the so-called non-ignorable non-response. We will also consider inverse probability of censoring weighting (IPCW), which is regression analysis inversely weighted by the probability of participation; it is determined using a logistic regression model for probability of participation given baseline or previous history of covariates and outcomes. IPCW inflates the impact of underrepresented subjects, so we can observe associations that would have been observed if all subjects had stayed in the study to completion.

The innovation described in the study protocol is the implementation of mobile text messaging and community-based mentor mothers (cMMs) to improve access to maternal health services for women living with HIV and their infants in Kenya. The study aims to evaluate the effect of these interventions on increasing antiretroviral therapy (ART) adherence, retention in HIV care, maternal viral load suppression, and mother-to-child HIV transmission. The interventions include sending text messages with health messages and reminders, as well as home visits and community outreach activities conducted by cMMs to provide support and education. These interventions are designed to promote ART adherence, retention in care, safe infant feeding, safer sex practices, and early infant testing and follow-up. The study will be conducted in 24 low-resource primary health care facilities in the western Kenyan counties of Migori, Kisumu, and Homa Bay, which have high HIV prevalence and low retention rates for HIV-positive pregnant women. The study will use a cluster randomized, factorial, controlled trial design, with study sites randomized into four groups: text messaging and cMMs, cMMs only, text messaging only, and standard of care. The primary outcomes of the study include maternal ART adherence and retention in care at 12 months postpartum. Data will be collected through routine clinic visits, laboratory testing, and electronic data abstraction forms. The results of the study will be disseminated to local stakeholders and published to contribute to the understanding of interventions that can improve access to maternal health services for women living with HIV.
AI Innovations Description
The recommendation to improve access to maternal health in Kenya is to implement a cluster randomized controlled trial called the MOTIVATE! study. This study aims to evaluate the effect of mobile text messaging, community-based mentor mothers (cMMs), or both on increasing antiretroviral therapy (ART) adherence, retention in HIV care, maternal viral load suppression, and mother-to-child HIV transmission for mother-infant pairs receiving lifelong ART.

The study will be conducted in the western Kenyan counties of Migori, Kisumu, and Homa Bay, which have the highest HIV prevalence in Kenya. The study will be conducted at 24 low-resource primary health care facilities in these counties. The facilities already provide prevention of mother-to-child HIV transmission (PMTCT) services, including Option B+ integrated into the antenatal care (ANC) clinic.

The interventions in the study include community-based mentor mothers (cMMs) who conduct home visits and other community outreach activities to support PMTCT services, and mobile phone text messages with bi-directional communication to relay health messages and help retain women, men, and infants in existing clinical services. The cMMs will be women living with HIV who have recent pregnancy experience and meet certain criteria. They will receive training and support to assist with safe disclosure, support safe infant feeding, promote safer sex and family planning, encourage early infant testing and follow-up, and promote ART adherence and return for HIV care visits.

The mobile text messages will be sent to participants at their preferred frequency and in their preferred language. The messages will provide health education, support HIV disclosure and ART adherence, and facilitate retention in care. Participants will also have the option to call or send a text to the study coordinator for additional support and education.

The study will collect data on adherence to ART, retention in care, viral load suppression, and other maternal and child health outcomes. The primary analysis will compare maternal ART adherence and retention in care between the intervention and control groups.

The results of this study will provide valuable insights into interventions that can improve access to maternal health, particularly for women living with HIV. The findings can inform the development of innovative approaches to enhance the PMTCT cascade of care and improve maternal and child health outcomes in Kenya.
AI Innovations Methodology
Based on the provided information, the study protocol titled “Maximizing adherence and retention for women living with HIV and their infants in Kenya (MOTIVATE! study): Study protocol for a randomized controlled trial” aims to evaluate the effect of mobile text messaging, community-based mentor mothers (cMMs), or both on increasing antiretroviral therapy (ART) adherence, retention in HIV care, maternal viral load suppression, and mother-to-child HIV transmission for mother-infant pairs receiving lifelong ART.

To improve access to maternal health in this context, the following recommendations can be considered:

1. Strengthening Community-Based Mentor Mother Programs: Expand the reach and effectiveness of community-based mentor mother programs by increasing the number of trained mentor mothers and providing ongoing support and supervision. Mentor mothers can play a crucial role in supporting pregnant and breastfeeding women living with HIV, promoting adherence to ART, and facilitating retention in care.

2. Mobile Health Interventions: Enhance the use of mobile health interventions, such as text messaging, to provide timely and personalized health messages, reminders for clinic visits, medication adherence support, and general health education. This can help overcome barriers to accessing maternal health services, especially in remote or underserved areas.

3. Integration of Services: Ensure the integration of HIV care, antenatal care, maternal, neonatal, and child health services to provide comprehensive and coordinated care for pregnant women living with HIV. This can improve access to essential health services and promote continuity of care throughout the pregnancy and postpartum period.

4. Training and Capacity Building: Provide training and capacity building for healthcare providers to enhance their knowledge and skills in providing high-quality maternal health services, including PMTCT. This can improve the overall quality of care and increase women’s confidence in seeking and utilizing maternal health services.

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

1. Baseline Data Collection: Collect baseline data on key indicators related to access to maternal health, such as ART adherence rates, retention in care, viral load suppression, and mother-to-child HIV transmission rates. This data can be obtained from existing health records and surveys.

2. Intervention Implementation: Implement the recommended interventions, such as strengthening community-based mentor mother programs and mobile health interventions, in selected study sites. Ensure proper training and support for healthcare providers and mentor mothers involved in the interventions.

3. Data Monitoring and Collection: Continuously monitor and collect data on the selected indicators throughout the intervention period. This can be done through routine data collection systems, surveys, and interviews with study participants.

4. Data Analysis: Analyze the collected data to assess the impact of the interventions on improving access to maternal health. Compare the indicators before and after the implementation of the interventions to identify any changes or improvements.

5. Statistical Modeling: Use statistical modeling techniques, such as logistic regression or generalized estimating equation models, to assess the association between the interventions and the selected indicators. Adjust for potential confounding factors, such as age, education, and socio-economic status, to obtain more accurate estimates of the intervention effects.

6. Sensitivity Analysis: Conduct sensitivity analysis to assess the robustness of the findings to potential biases or limitations in the data. This can include examining the impact of missing data or non-response using multiple imputations or inverse probability weighting.

7. Reporting and Dissemination: Summarize the findings of the impact assessment in a comprehensive report, including the methodology, results, and conclusions. Disseminate the findings to relevant stakeholders, policymakers, and the scientific community through presentations, publications, and conferences.

By following this methodology, it will be possible to simulate the impact of the recommended interventions on improving access to maternal health and assess their effectiveness in the context of the MOTIVATE! study.

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