Evidence map›Paper›PMID 41350882›Full record

ArticleBMC health services research2025

What compels enrollment in a mobile maternal health wallet? A mixed-methods doer/non-doer analysis in Analamanga, Madagascar.

Louis Noël Schäfer, Zavaniarivo Rampanjato, Lisa Bogler, Elsa Rajemison, Samuel Knauss, Julius Valentin Emmrich, Mirana Larissa Randriamiarisoa, Harizaka Emmanuel Andriamasy, Louisa Marie Truss, Bítia Vieira and 3 more

Abstract read
In one paragraph

Article in BMC health services research, 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

13 authors.

Louis Noël SchäferHeidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany. nl297@uni-heidelberg.de.ORCID http://orcid.org/0009-0004-0039-1037
Zavaniarivo RampanjatoHeidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0009-0006-4581-9943
Lisa BoglerGlobal Digital Last Mile Health Research Lab, Charité Center for Global Health, Charité - Universitätsmedizin Berlin, Berlin, Germany.ORCID http://orcid.org/0000-0002-5679-9777
Elsa RajemisonHeidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.
Samuel KnaussHeidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-3046-9075
Julius Valentin EmmrichHeidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-3393-0840
Mirana Larissa RandriamiarisoaDoctors for Madagascar, Antananarivo, Madagascar.
Harizaka Emmanuel AndriamasyHeidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0009-0000-9067-353X
Louisa Marie TrussGlobal Digital Last Mile Health Research Lab, Charité Center for Global Health, Charité - Universitätsmedizin Berlin, Berlin, Germany.ORCID http://orcid.org/0009-0004-4572-451X
Bítia VieiraGlobal Digital Last Mile Health Research Lab, Charité Center for Global Health, Charité - Universitätsmedizin Berlin, Berlin, Germany.ORCID http://orcid.org/0009-0006-8253-7291
Till BärnighausenHeidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-4182-4212
Mark Donald C Reñosa *Heidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-7414-7174
Shannon A McMahon *Heidelberg Institute of Global Health, Medical Faculty and University Hospital, University of Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-8634-9283

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCare-seeking during antenatal and intrapartum periods has remained persistently low in Madagascar, largely due to financial barriers. To bolster both care-seeking and health financing, a Mobile Maternal Health Wallet (MMHW) was developed and implemented in the Analamanga region, Madagascar. The MMHW, a service based on mobile money, enabled users to digitally save and pay for services at participating public health facilities. Here, we compare perspectives of those who enrolled (doers) and those who did not enroll (non-doers) in the MMHW to understand decision-making processes, interpersonal dynamics, and other factors that informed enrollment.

methodsIn this mixed methods study, we analyzed data from a quantitative survey (n = 477) examining predictors of enrollment using logistic probability models, followed by applying Reflexive Thematic Analysis to qualitative in-depth interviews (n = 29) to gain insights from 11 doers, 12 non-doers, three family members, and three MMHW outreach team members.

resultsQuantitatively, significant predictors of enrollment included: learning about the MMHW from a midwife, having a pre-existing maternal medical risk factor, and residing in the Avaradrano district of Antananarivo. Predictors of non-enrollment included: learning about the MMHW from family or friends, having a higher salary, and being diagnosed with medical warning signs during pregnancy. Qualitative findings mostly mirrored the quantitative data, revealing that women enrolled due to early, comprehensive information from trusted sources (e.g., midwives) and because they found the offer of financial benefits and expanded medical services meaningful and reliable. Women sometimes reported that peer influence played a role as driver of enrollment, though not uniformly. Women who were non-doers described a sense of incredulity about the MMHW (often citing rumors or others' negative experiences), incomplete information, spousal disagreements about enrolling, and implementation-related barriers (e.g., lacking an ID card, which was needed for enrollment).

conclusionThis study underscores the importance of evaluating sensitization activities among target populations. Our findings highlight a critical need to identify trusted information sources (individuals and channels) and to convey innovative programs via these sources. Effective communication and the elimination of implementation barriers remain essential to bolster care-seeking and improve maternal health outcomes in Madagascar and beyond.

trial registrationThis study is a component of the 4MOTHERS trial, which was registered on March 12, 2021, in the German Clinical Trials Register (DRKS), identifier: DRKS00014928, https://drks.de/search/en/trial/DRKS00014928 .

Indexed as

Maternal Health ServicesPatient Acceptance of Health CareAdultDecision MakingFemaleHumansInterviews as TopicMadagascarPregnancyQualitative ResearchYoung AdultDoer/non-doer analysisHealth financingHealth walletMadagascarMaternal healthMHealthMixed methodsMobile money

Identifiers

PMID41350882
PMCPMC12687524

What OpenQuestion holds

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LicenceCC BY
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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 OpenQuestion graph.