ArticleBMC pregnancy and childbirth2023
How does women's empowerment relate to antenatal care attendance? A cross-sectional analysis among rural women in Bangladesh.
Article in BMC pregnancy and childbirth, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04111016 (Exploring the Feasibility of Implementing an Integrated Nutrition, Early Childhood Development and WASH), which is not on this map. Cited by 8 papers, 1 of them a synthesis that pooled it.
What it found
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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.
Exploring the Feasibility of Implementing an Integrated Nutrition, Early Childhood Development and WASH (RINEW) Intervention Through the Government Health System: A Pilot Study
Who cites it
8 citing papers in PubMed, 1 synthesis or guideline pooled it, 11 citations in OpenAlex.
- Utilization of maternal healthcare services in low- and middle-income countries: a systematic review and meta-analysis.Systematic reviews · 2025Pooled it
- Multilevel analysis of women's empowerment and maternal high-risk fertility behavior in Sub-Saharan Africa, 2011-2022.BMC pregnancy and childbirth · 2026Article
- Article
- Article
- Review
- Effect of women's empowerment on lowering the number of children ever born in Bangladesh.BMC women's health · 2025Article
- Impact of household food insecurity on the use of maternal health services in the Savanes region, Togo: a qualitative study.BMC public health · 2025Article
- Construction of women's empowerment index for Bangladesh.Frontiers in sociology · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors at 6 institutions in 4 countries.
Funding
Abstract
backgroundIn South Asia, roughly half of women attend at least four antenatal care visits with skilled health personnel, the minimum number recommended by the World Health Organization for optimal birth outcomes. A much greater proportion of women attend at least one antenatal care visit, suggesting that a key challenge is ensuring that women initiate antenatal care early in pregnancy and continue to attend after their first visit. One critical barrier to antenatal care attendance may be that women do not have sufficient power in their relationships, households, or communities to attend antenatal care when they want to. The main goals of this paper were to 1) understand the potential effects of intervening on direct measures of women's empowerment-including household decision making, freedom of movement, and control over assets-on antenatal care attendance in a rural population of women in Bangladesh, and 2) examine whether differential associations exist across strata of socioeconomic status.
methodsWe analyzed data on 1609 mothers with children under 24 months old in rural Bangladesh and employed targeted maximum likelihood estimation with ensemble machine learning to estimate population average treatment effects.
resultsGreater women's empowerment was associated with an increased number of antenatal care visits. Specifically, among women who attended at least one antenatal care visit, having high empowerment was associated with a greater probability of ≥ 4 antenatal care visits, both in comparison to low empowerment (15.2 pp, 95% CI: 6.0, 24.4) and medium empowerment (9.1 pp, 95% CI: 2.5, 15.7). The subscales of women's empowerment driving the associations were women's decision-making power and control over assets. We found that greater women's empowerment is associated with more antenatal care visits regardless of socioeconomic status.
conclusionsEmpowerment-based interventions, particularly those targeting women's involvement in household decisions and/or facilitating greater control over assets, may be a valuable strategy for increasing antenatal care attendance.
trial registrationClinicalTrials.gov Identifier: NCT04111016, Date First Registered: 01/10/2019.
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