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

Bibliographic Data

ID21766321
AuthorsAbdirizak Mohamed Moumin (0009-0002-9453-4048, Amoud University, corresponding author), Abdalle Ali Yusuf (0009-0002-9076-388X, Amoud University), Khadar Mowlid Abdi (0009-0007-9987-7855, Amoud University), Abdirashid M Yousuf (0009-0008-1272-5566, Amoud University)
Year2026
Volume19
Issue1
Pages2694167-2694167
Publication date2026-12-31
Open AccessYes
TypeARTICLE
VenueGlobal Health Action (JOURNAL)
Journal identifiersISSN: 1654-9716 • E-ISSN: 1654-9880
PublisherInforma UK Limited (PUBLISHER • GB)
DOI10.1080/16549716.2026.2694167
PMID42346984
OpenAlexW7165864514
LanguageEN
Citations received1
References cited38

Background Maternal health utilization in fragile states is hindered by complex social and structural barriers.Objective This study examined socio-digital stratification and explored the threshold effects of digital inclusion on antenatal care (ANC) utilization in Somalia.Methods Using data from the 2020 Somalia Demographic and Health Survey (N = 8,940), we constructed a Digital Inclusion Index (0–3) and employed survey-adjusted logistic regression models to estimate the odds of achieving four or more ANC visits (ANC 4+).Results Only 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, p = 0.013). While mobile money penetration is high (85.2%), internet access remains deeply stratified by wealth (22.0% among the rich versus 1.0% among the poor). Interaction analysis suggests that digital inclusion complements but does not substitute for physical health infrastructure, partially mitigating distance-related barriers without eliminating the need for physical proximity to healthcare facilities.Conclusions Digital 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

Digital divide · Digital health · Health care · Inclusion (mineral) · Logistic regression · Maternal health · Odds · Socioeconomic status · Universal design · Global Maternal and Child Health · ICT in Developing Communities · Mobile Health and mHealth Applications

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Citations per year1
Citation span2026 - 2026 (1)
Highly citedNo

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