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Background: Maternal healthcare (MHC) in Cameroon reflects the persistent challenges in Sub-Saharan Africa, where high maternal mortality continues despite improved service utilization, stressing inequitable effective coverage (EC). This study applied EC cascade analysis-including service contact, continuity, and input-adjusted coverage-to quantify geographic and socioeconomic disparities, informing equity-focused strategies to dismantle structural barriers in the MHC continuum.
Methods: We combined population and health facility data (2018 Cameroon Demographic and Health Survey and 2015 Emergency Obstetric and Neonatal Care Assessment) to estimate the input-adjusted coverage of antenatal care (ANC) and intra-and postpartum care (IPC). Inequalities were assessed using absolute and relative measures.
Results: The MHC cascade showed significant falls in input-adjusted coverage. For ANC, 86.3% service contact eroded to 25.3% continuity and 14.4% input-adjusted coverage. For IPC, the service continuum dropped from 51.4 to 31.4% input-adjusted coverage, revealing steeper losses compared to ANC (20.0% vs. 10.9%). When accounting for service readiness, relative inequalities intensified (e.g., the wealth-based RII for ANC increased by 122%), while absolute gaps narrowed (SII declined by 25%), indicating a greater loss of coverage among socioeconomically privileged groups (IPC input-adjusted coverage dropped by 20.9% for the highest quintile vs. 11.1% for the lowest quintile). At the same time, marginalized populations experienced compounded exclusion-facing severely limited access to care and substandard service quality at available facilities-highlighting the critical need to improve both access and quality.
Conclusion: Cameroon's MHC disparities stem from systemic resource and quality gaps. Integrating absolute and relative inequality metrics into policy frameworks can dismantle structural biases, aligning interventions with continuum-of-care strategies to prevent avoidable mortality.
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http://dx.doi.org/10.1186/s12913-025-13393-2 | DOI Listing |
BMC Health Serv Res
September 2025
African Population and Health Research Center (APHRC), APHRC Campus, 2nd Floor, Manga Close off Kirawa Road, P.O. Box 10787-00100, Nairobi, Kenya.
Background: Maternal healthcare (MHC) in Cameroon reflects the persistent challenges in Sub-Saharan Africa, where high maternal mortality continues despite improved service utilization, stressing inequitable effective coverage (EC). This study applied EC cascade analysis-including service contact, continuity, and input-adjusted coverage-to quantify geographic and socioeconomic disparities, informing equity-focused strategies to dismantle structural barriers in the MHC continuum.
Methods: We combined population and health facility data (2018 Cameroon Demographic and Health Survey and 2015 Emergency Obstetric and Neonatal Care Assessment) to estimate the input-adjusted coverage of antenatal care (ANC) and intra-and postpartum care (IPC).
BMC Pregnancy Childbirth
August 2025
Epidemilogy and Biostatistics Department, College of Health Science, Addis Ababa University, Sefere Selam Campus, PO Box, Addis Ababa, Ethiopia.
Background: Antenatal care services play a pivotal role in mitigating maternal and new-born morbidity and mortality. In the era of SDG, emphasis has been given to quality. To achieve these health goals, it is no longer sufficient to measure the coverage of service uptake; thus, the quality of care received by people who access services needs to be counted using Effective coverage (EC) as one quality measurements.
View Article and Find Full Text PDFBMC Pregnancy Childbirth
April 2024
Department of Disease Control, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK.
Background: Antenatal care (ANC) is a principal component of safe motherhood and reproductive health strategies across the continuum of care. Although the coverage of antenatal care visits has increased in Ethiopia, there needs to be more evidence of effective coverage of antenatal care. The 'effective coverage' concept can pinpoint where action is required to improve high-quality coverage in Ethiopia.
View Article and Find Full Text PDFGlob Health Action
December 2023
Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
The ideal approach for calculating effective coverage of health services using ecological linking requires accounting for variability in facility readiness to provide health services and patient volume by incorporating adjustments for facility type into estimates of facility readiness and weighting facility readiness estimates by service-specific caseload. The aim of this study is to compare the ideal caseload-weighted facility readiness approach to two alternative approaches: (1) facility-weighted readiness and (2) observation-weighted readiness to assess the suitability of each as a proxy for caseload-weighted facility readiness. We utilised the 2014-2015 Tanzania Service Provision Assessment along with routine health information system data to calculate facility readiness estimates using the three approaches.
View Article and Find Full Text PDFTrop Med Int Health
January 2022
Directorate of Planning, Research, and Statistics, Ministry of Health and Social Action, Dakar, Senegal.
Objective: High-quality healthcare is essential to ensuring maternal and newborn survival. Efficient measurement requires knowing how long measures of quality provide consistent insight for intended uses.
Methods: We used a repeated health facility assessment in Senegal to calculate structural and process quality of antenatal care (ANC), delivery and child health services in facilities assessed 2 years apart.