Evidence map›Paper›PMID 40938118›Full record

ArticleJournal of global health2025

Inequities in effective coverage of family planning services in low- and middle-income countries: linking household and facility surveys.

Shenning Tian, Elizabeth A Hazel, Melinda Munos, Abdoulaye Maïga, Safia S Jiwani, Emily B Wilson, Gouda Roland Mesmer Mady, Agbessi Amouzou

Abstract read
In one paragraph

Article in Journal of global health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

8 authors.

Shenning Tian
Elizabeth A Hazel
Melinda Munos
Abdoulaye Maïga
Safia S Jiwani
Emily B Wilson
Gouda Roland Mesmer Mady
Agbessi Amouzou

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Despite decades of family planning (FP) programme successes in low- and middle-income countries (LMICs), women still face an unmet need for contraceptives, as well as inequalities in coverage. Including elements of service readiness in FP intervention coverage measures will better inform population-level programme performance. Methods: We identified five LMICs that had health facility and household surveys conducted <5 years apart within the past ten years: Bangladesh, Haiti, Malawi, Nepal, and Tanzania; only Nepal had time-trend data available. We developed quality readiness-adjusted FP coverage measures by linking health facility assessments (i.e. readiness) and household surveys (i.e. intervention coverage) according to ecological linking methods. We defined linking units by facility type, managing authority, and geographic location using women's reported source of contraceptives. We defined intervention coverage as the percentage of women aged 15-49 years who needed contraceptive services and were using a modern method, and calculated readiness-adjusted intervention coverage with the average FP readiness score in each linking unit. We used a coverage cascade model to understand gaps in health service readiness and access, and performed a health equity analysis for wealth, locality, and age. Results: Large gaps in FP intervention coverage and readiness were present in all settings. Facility readiness scores ranged from 0.58 to 0.66, with gaps in coverage and readiness-adjusted coverage ranging from 49 percentage points (pp) in Bangladesh to 21 pp in Haiti. Urban, wealthier, and adolescent women had lower readiness-adjusted coverage because they also obtained their contraceptives outside of health facilities. Coverage cascades changed little for Nepal between 2015 and 2021. Conclusions: By calculating readiness-adjusted FP coverage using a cascade model in five geographically diverse countries, including time trends in one country, we found large gaps in intervention and readiness-adjusted coverage with related inequalities.

Indexed as

Developing CountriesFamily Planning ServicesHealthcare DisparitiesHealth FacilitiesAdolescentAdultBangladeshFemaleHaitiHealth Services AccessibilityHumansMalawiMiddle AgedNepalTanzaniaYoung Adult

Identifiers

PMID40938118
PMCPMC12427599

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.