Evidence map›Paper›PMID 42346984›Full record

ArticleGlobal health action2026

Socio-digital stratification and the threshold effects of digital inclusion on maternal health access in Somalia.

Abdirizak Mohamed Moumin, Abdalle Ali Yusuf, Khadar Mowlid Abdi, Abdirashid M Yousuf

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Article in Global health action, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

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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

4 authors.

Abdirizak Mohamed MouminFaculty of Business and Economics, Amoud University, Borama, Somalia.ORCID 0009-0002-9453-4048
Abdalle Ali YusufFaculty of Business and Economics, Amoud University, Borama, Somalia.ORCID 0009-0002-9076-388X
Khadar Mowlid AbdiSchool of Postgraduate Studies and Research, Amoud University, Borama, Somalia.ORCID 0009-0007-9987-7855
Abdirashid M YousufResearch and Innovation Center, Amoud University, Borama, Somalia.ORCID 0009-0008-1272-5566

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMaternal health utilization in fragile states is hindered by complex social and structural barriers.

objectiveThis study examined socio-digital stratification and explored the threshold effects of digital inclusion on antenatal care (ANC) utilization in Somalia.

methodsUsing data from the 2020 Somalia Demographic and Health Survey (

resultsOnly 8.4% of the women achieved the ANC 4+ threshold, with pronounced disparities between urban (14.0%) and rural/nomadic (5.5%) residents. Evidence consistent with a threshold effect was observed, whereby the initial transition from digital exclusion to basic connectivity (score = 1) was associated with the largest marginal gain in health seeking probability (OR = 1.55,

conclusionsDigital inclusion is a critical entry point for improving maternal health access in Somalia. Policies should prioritize universal basic connectivity and SMS-based interventions, while simultaneously addressing persistent physical and socioeconomic inequities.

Indexed as

Health Services AccessibilityMaternal Health ServicesPatient Acceptance of Health CarePrenatal CareAdolescentAdultDigital HealthDigital MediaFemaleHealth SurveysHumansMiddle AgedPregnancySocioeconomic Disparities in HealthSocioeconomic FactorsSomaliaAntenatal carehealthcare seeking behaviormobile moneySub-Saharan Africatechnology access

Identifiers

PMID42346984
PMCPMC13307375

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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 OpenQuestion graph.