ArticleBMC pregnancy and childbirth2025
Beyond averages: dissecting urban-rural disparities in skilled antenatal care utilization in Bangladesh - a conway-maxwell-poisson regression analysis.
Article in BMC pregnancy and childbirth, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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
7 citing papers in PubMed.
- Parental Education and Children Ever Born Among Women in Bangladesh: Evidence From a Nationally Representative Survey.Public health challenges · 2026Article
- Article
- Article
- Medication Adherence Among Hypertensive Patients in Bangladesh: A Nationwide Analysis of Gender and Urban-Rural Disparities.International journal of hypertension · 2026Article
- A cluster level study for the identification of the disparities in birth intervals between rural and urban areas of Bangladesh.PloS one · 2026Article
- Socioeconomic and regional disparities in postnatal care utilization in Bangladesh: Evidence from the Bangladesh Demographic and Health Survey 2022.PLOS global public health · 2026Article
- Applying machine learning to predict quality ANC determinants in Bangladesh: a BDHS-2022 cross-sectional study.Scientific reports · 2025Article
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
backgroundTaking a sufficient number of skilled antenatal care (SANC) visits is incontrovertibly connected to safe motherhood. This study aims to shed light on the prevalence and potential factors associated with disparities in the SANC taking behavior of pregnant mothers in rural and urban Bangladesh.
methodsFor this purpose, a nationally representative secondary dataset from the Bangladesh Demographic and Health Survey (BDHS, 2017-18) has been considered. The information regarding the last birth of mothers who delivered within three years preceding the survey has been analyzed. We have applied the Conway-Maxwell-Poisson regression model (CMPRM) to deal with the overdispersion in skilled ANC count data, as this model shows the least AIC compared to the classical negative-binomial regression model (NBRM) and the generalized Poisson regression model (GPRM).
resultsSignificant disparity (p-value < 0.001) has been observed in the mean number of SANC taken by rural (3.17) and urban (4.52) women. The analysis revealed that covariates have significantly different effects on SANC visits in rural areas compared to urban areas. For instance, women aged 35 and above in rural settings exhibited a 37% higher incidence rate of SANC visits (IRR = 1.37) compared to those under 20. Educational attainment had a pronounced impact, with rural women showing a 39% (IRR = 1.39) increase in SANC visits for primary education, 57% (IRR = 1.57) for secondary education, and 64% (IRR = 1.64) for higher education, compared to uneducated women. In contrast, in urban areas, higher education resulted in only a 35% (IRR = 1.35) increase.
conclusionOur findings from this study indicate that the concerned authority should come forward, and policymakers should emphasize various factors that are mainly responsible for the noteworthy different SANC status of pregnant women living in rural and urban areas in Bangladesh. Doing so, it can be hoped that the required number of ANC visits (eight or more) in both types of residences in Bangladesh, recommended by the World Health Organization (WHO), will be satisfied to ensure safer motherhood.
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.