Evidence map›Paper›PMID 39961692›Full record

ArticleBMJ global health2025

Effective coverage for reproductive, maternal, neonatal and newborn health: an analysis of geographical and socioeconomic inequalities in 39 low- and middle-income countries.

Tiara Marthias, Kanya Anindya, Nurmala Selly Saputri, Likke Prawidya Putri, Rifat Atun, John Tayu Lee

Abstract read
In one paragraph

Article in BMJ global health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

11 citing papers in PubMed.

  1. Article
  2. [Joint trajectories and evolution patterns of direct and indirect maternal mortality across 204 countries from 2000 to 2021].Beijing da xue xue bao. Yi xue ban = Journal of Peking University. Health sciences · 2026
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Tiara MarthiasNossal Institute for Global Health, The University of Melbourne Faculty of Medicine Dentistry and Health Sciences, Melbourne, Victoria, Australia.
Kanya AnindyaSchool of Public Health and Community Medicine, University of Gothenburg, Goteborg, Sweden.ORCID http://orcid.org/0000-0001-6832-0412
Nurmala Selly SaputriSMERU Research Institute, Jakarta Pusat, Indonesia.
Likke Prawidya PutriDepartment of Health Policy and Management, Gadjah Mada University Faculty of Medicine Public Health and Nursing, Yogyakarta, Indonesia.
Rifat AtunSchool of Public Health, Harvard University, Cambridge, Massachusetts, USA.ORCID http://orcid.org/0000-0002-1531-5983
John Tayu LeeInstitute of Health Policy and Management, College of Public Health, National Taiwan University, Taipei, Taiwan johntayulee@ntu.edu.tw.ORCID http://orcid.org/0000-0002-1551-4923

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundInadequate access to quality maternal and child health services leads to poor health outcomes for millions of women, particularly in low- and middle-income countries (LMICs). This study aims to explore the effective coverage of reproductive, maternal, neonatal and newborn health (RMNCH) services and examines socioeconomic and rural and urban disparities in 39 LMICs.

methodsUsing Demographic and Health Surveys (DHS) data, the research assesses RMNCH service quality by applying an effective coverage framework, which measures service contact, crude coverage, quality-adjusted coverage and user adherence-adjusted coverage. We applied weighted analyses to investigate the rural-urban differences in service coverage based on countries' Human Development Index (HDI) levels as well as crude coverage and socioeconomic levels.

findingsUrban areas generally exhibit better effective coverage across all RMNCH services compared with rural areas, with significant disparities in antenatal, childbirth and postnatal care. For instance, 85% (95% CI=85-86%) of urban women received skilled birth attendance compared with 64% (95% CI=64-65%) in rural areas. High-HDI countries show smaller rural-urban gaps in service coverage than low-HDI countries. Socioeconomic inequalities are more pronounced in rural areas, particularly in services that require higher quality and adherence to standards. Socioeconomic disparities are significant in LMICs with lower HDI and are more evident in harder-to-achieve quality indicators, such as user adherence to recommended practices or treatment. For example, in medium-HDI countries, the relative inequality index (RII) for antenatal care user adherence coverage is 3.6 (95% CI=3.4-3.8) in rural areas compared with 1.9 (95% CI=1.8-2.1) in urban areas.

interpretationThe research underscores the need for targeted interventions and policies to address these disparities. The evidence supports the need for a shift from focusing solely on access to care to improve the quality of care to address rural-urban and socioeconomic inequalities in RMNCH outcomes.

Indexed as

Developing CountriesHealthcare DisparitiesHealth Services AccessibilityMaternal-Child Health ServicesMaternal Health ServicesAdultFemaleHumansInfant, NewbornPregnancyRural PopulationSocioeconomic FactorsUrban PopulationChild healthGlobal HealthHealth systems evaluationMaternal health

Identifiers

PMID39961692
PMCPMC11836785

What Socratic holds

Textmetadata
LicenceCC BY-NC
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Registered trials

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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 Socratic graph.