Evidence map›Paper›PMID 40510192›Full record

ArticleDigital health

Motivators and barriers to the uptake of digital health platforms for family planning services in Lagos, Nigeria: A mixed-methods study.

Mohammed M Alhaji, Muhammad R Balarabe, David Atama, Arizechukwu Okafor, Doluwamu Solana, Francis Meyo, Chinedu Joseph Okoye, Uchenna Okafor, Babatunde Oyelana, Jennifer Anyanti

Abstract read
In one paragraph

Article in Digital health. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Trial
  2. The FemTech revolution: Unlocking the potential of new technology for optimizing pregnancy outcomes in low- and middle-income countries and remote areas.International journal of gynaecology and obstetrics: the official organ of the International Federation of Gynaecology and Obstetrics · 2026
    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

10 authors.

Mohammed M AlhajiBusara Center for Behavioral Economics, Abuja, Nigeria.ORCID https://orcid.org/0000-0002-3383-2917
Muhammad R BalarabeBusara Center for Behavioral Economics, Abuja, Nigeria.ORCID https://orcid.org/0000-0002-9999-4089
David AtamaBusara Center for Behavioral Economics, Abuja, Nigeria.ORCID https://orcid.org/0000-0002-6939-5819
Arizechukwu OkaforBusara Center for Behavioral Economics, Abuja, Nigeria.ORCID https://orcid.org/0009-0002-5277-8634
Doluwamu SolanaBusara Center for Behavioral Economics, Abuja, Nigeria.ORCID https://orcid.org/0009-0006-6436-5158
Francis MeyoBusara Center for Behavioral Economics, Nairobi, Kenya.
Chinedu Joseph OkoyeSociety for Family Health, Abuja, Nigeria.ORCID https://orcid.org/0009-0009-5478-3315
Uchenna OkaforSociety for Family Health, Abuja, Nigeria.ORCID https://orcid.org/0000-0002-3793-8284
Babatunde OyelanaSociety for Family Health, Abuja, Nigeria.ORCID https://orcid.org/0009-0006-2448-673X
Jennifer AnyantiSociety for Family Health, Abuja, Nigeria.ORCID https://orcid.org/0000-0003-3272-5703

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Inadequate access to family planning (FP) services drives low contraceptive uptake in Nigeria. Digital platforms such as e-pharmacy and telemedicine offer potential to improve access, privacy, and convenience. This study examines factors influencing provider and user adoption of digital FP services in Lagos. Methods: We used an exploratory sequential mixed-methods design. Interviews ( Results: Participants comprised online (FP and non-FP) and brick-and-mortar (FP and non-FP) users. Awareness e-pharmacies for FP was high (78%), yet usage was limited (24%). Similarly, telemedicine awareness was very low (30%), and usage was lower (6%) compared with e-pharmacy. Online platform use for FP (e-Pharmacy/telemedicine) was significantly associated ( Conclusions: E-pharmacy and telemedicine can ease FP access, especially for younger, educated, high-income users. However, effective adoption requires addressing demand-side user barriers and supply-side provider concerns.

Indexed as

contraceptivesdigital healthe-PharmacyFamily planningmixed-methods studyNigeriatechnology adoptiontelemedicine

Identifiers

PMID40510192
PMCPMC12159478

What OpenQuestion holds

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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.