{"title":"Quality of Antenatal Care and Maternal Mortality in Madagascar: Analysis of Regional Disparities and Non-Linear Modeling.","authors":"Hery Sylvestre Bemanana, Andriatompoina Felanarivo Razafaindraibe, Sambatra Rafamantanantsoa","doi":"10.18502/jfrh.v19i3.20055","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>Maternal mortality remains a major public health challenge in Madagascar, with notable regional disparities. Antenatal care (ANC) plays a critical role in preventing maternal deaths, yet its coverage and quality vary significantly across regions. This study aims to assess the association between ANC quality and maternal mortality rate (MMR), focusing on regional disparities and exploring potential non-linear relationships.</p><p><strong>Materials and methods: </strong>We conducted a retrospective ecological study using publicly available data from Madagascar's 22 regions. ANC indicators included blood pressure monitoring, blood and urine tests, iron supplementation, and antiparasitic treatment. Linear regression and Generalised Additive Models (GAM) were used to examine associations and non-linear patterns. Statistical analyses were performed using R version 4.2.2, with a significance threshold of 5%.</p><p><strong>Results: </strong>Considerable disparities were observed in ANC coverage across regions. Linear models revealed no significant association between ANC indicators and MMR (p > 0.05). However, GAM identified significant non-linear relationships for blood pressure monitoring (p < 0.0045) and blood testing (p < 0.0055), suggesting potential threshold effects.</p><p><strong>Conclusion: </strong>Addressing maternal mortality in Madagascar requires enhancing both access to and the quality of ANC. Accounting for regional disparities and non-linear trends is essential in developing effective public health interventions.</p>","PeriodicalId":15845,"journal":{"name":"Journal of Family and Reproductive Health","volume":"19 3","pages":"174-183"},"PeriodicalIF":0.0000,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12681951/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Family and Reproductive Health","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.18502/jfrh.v19i3.20055","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Objective: Maternal mortality remains a major public health challenge in Madagascar, with notable regional disparities. Antenatal care (ANC) plays a critical role in preventing maternal deaths, yet its coverage and quality vary significantly across regions. This study aims to assess the association between ANC quality and maternal mortality rate (MMR), focusing on regional disparities and exploring potential non-linear relationships.
Materials and methods: We conducted a retrospective ecological study using publicly available data from Madagascar's 22 regions. ANC indicators included blood pressure monitoring, blood and urine tests, iron supplementation, and antiparasitic treatment. Linear regression and Generalised Additive Models (GAM) were used to examine associations and non-linear patterns. Statistical analyses were performed using R version 4.2.2, with a significance threshold of 5%.
Results: Considerable disparities were observed in ANC coverage across regions. Linear models revealed no significant association between ANC indicators and MMR (p > 0.05). However, GAM identified significant non-linear relationships for blood pressure monitoring (p < 0.0045) and blood testing (p < 0.0055), suggesting potential threshold effects.
Conclusion: Addressing maternal mortality in Madagascar requires enhancing both access to and the quality of ANC. Accounting for regional disparities and non-linear trends is essential in developing effective public health interventions.
期刊介绍:
The Journal of Family & Reproductive Health (JFRH) is the quarterly official journal of Vali–e–Asr Reproductive Health Research Center. This journal features fulllength, peerreviewed papers reporting original research, clinical case histories, review articles, as well as opinions and debates on topical issues. Papers published cover the scientific and medical aspects of reproductive physiology and pathology including genetics, endocrinology, andrology, embryology, gynecologic urology, fetomaternal medicine, oncology, infectious disease, public health, nutrition, surgery, menopause, family planning, infertility, psychiatry–psychology, demographic modeling, perinatalogy–neonatolgy ethics and social issues, and pharmacotherapy. A high scientific and editorial standard is maintained throughout the journal along with a regular rate of publication. All published articles will become the property of the JFRH. The editor and publisher accept no responsibility for the statements expressed by the authors here in. Also they do not guarantee, warrant or endorse any product or service advertised in the journal.