ArticleJournal of family & reproductive health2025
Quality of Antenatal Care and Maternal Mortality in Madagascar: Analysis of Regional Disparities and Non-Linear Modeling.
Article in Journal of family & reproductive health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
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.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.