Evidence map›Paper›PMID 39910553›Full record

ArticleBMC health services research2025

A qualitative analysis of unintended effects of a digital conditional cash transfer intervention to encourage healthcare utilization in Southern Madagascar.

Mara Anna Franke, Anne Neumann, Kim Nordmann, Daniela Suleymanova, Onja Gabrielle Ravololohanitra, Samuel Knauss, Julius Valentin Emmrich

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. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Mara Anna FrankeGlobal Digital Health Lab at Charité Center for Global Health, Charité - Universitätsmedizin Berlin, Berlin, 10117, Germany. mara-anna.franke@charite.de.
Anne NeumannGlobal Digital Health Lab at Charité Center for Global Health, Charité - Universitätsmedizin Berlin, Berlin, 10117, Germany.
Kim NordmannRheinisch-Westfälische Technische Hochschule Aachen, Aachen, Germany.
Daniela SuleymanovaParis Institute of Political Studies, Paris, France.
Onja Gabrielle RavololohanitraDoctors for Madagascar, Antananarivo, Madagascar.
Samuel Knauss *Global Digital Health Lab at Charité Center for Global Health, Charité - Universitätsmedizin Berlin, Berlin, 10117, Germany.
Julius Valentin Emmrich *Global Digital Health Lab at Charité Center for Global Health, Charité - Universitätsmedizin Berlin, Berlin, 10117, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionCash transfer interventions, including those using mobile money, are becoming increasingly widespread, particularly in Sub-Saharan Africa. As such interventions can have significant positive and negative unintended consequences, further analyses are needed to identify these consequences.

methodsWe investigated the unintended consequences of a digital conditional cash transfer intervention implemented at fifteen health facilities in Southern Madagascar. The intervention offered partial cost coverage for patients seeking care for potentially life-threatening conditions, accidents and injuries, maternal or pediatric care between February 2021 and June 2022. We conducted a qualitative analysis of in-depth interviews with policymakers, healthcare providers, (non-) beneficiaries of the intervention, and staff that implemented the intervention using reflexive thematic analysis.

resultsWe identified three key positive and three key negative unintended consequences of the intervention. The key positive unintended consequences were: i) improved quality of care, ii) improved interpersonal relationships, including between patients and providers and between healthcare providers, and iii) digital skills development of healthcare providers and increased trust in mobile money. The three key negative consequences we identified were i) facility overcrowding, ii) an increase in costs of care, and iii) cases of hospital imprisonment.

conclusionsDesigners and implementers of future (digital) cash transfer interventions should carefully consider and proactively seek to leverage the positive and mitigate the negative unintended consequences of cash transfer interventions for healthcare such as those highlighted in our work.

Indexed as

Patient Acceptance of Health CareFemaleHumansInterviews as TopicMadagascarQualitative ResearchQuality of Health CareConditional cash transfersGlobal healthHealthcare utilisationSub-Saharan Africa

Identifiers

PMID39910553
PMCPMC11796226

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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.