Evidence map›Paper›PMID 41603943›Full record

SynthesisJMIR mental health2026

Retention and Engagement in Culturally Adapted Digital Mental Health Interventions: Systematic Review of Dropout, Attrition, and Adherence in Non-Western, Educated, Industrialized, Rich, Democratic Settings.

Tanya Tandon, Rajashree Biswas, Quentin Meteier, Karl Daher, Omar Abou Khaled, Björn Meyer, Thomas Berger, Rashmi Gupta, Chantal Martin Soelch

Abstract readSystematic ReviewReview
In one paragraph

Synthesis in JMIR mental health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
  2. Trial
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

9 authors.

Tanya Tandon *Department of Clinical and Health Psychology, University of Fribourg, Rue P.-A.-de-Faucigny 2, Fribourg, 1700, Switzerland, 41 779767637.ORCID http://orcid.org/0000-0002-4106-4452
Rajashree Biswas *Cognitive and Behavioural Neuroscience Laboratory, Department of Humanities and Social Sciences, Indian Institute of Technology Bombay, Mumbai, India.ORCID http://orcid.org/0009-0009-1983-7234
Quentin MeteierDepartment of Clinical and Health Psychology, University of Fribourg, Rue P.-A.-de-Faucigny 2, Fribourg, 1700, Switzerland, 41 779767637.ORCID http://orcid.org/0000-0003-2568-9898
Karl DaherDepartment of Clinical and Health Psychology, University of Fribourg, Rue P.-A.-de-Faucigny 2, Fribourg, 1700, Switzerland, 41 779767637.ORCID http://orcid.org/0000-0003-4071-4318
Omar Abou KhaledHaute École d'Ingénierie et d'Architecture de Fribourg, Fribourg, Switzerland.ORCID http://orcid.org/0000-0002-0178-9037
Björn MeyerDepartment of Research, Gaia AG, Hamburg, Germany.ORCID http://orcid.org/0000-0003-1100-0260
Thomas BergerInstitute of Psychology, University of Bern, Bern, Switzerland.ORCID http://orcid.org/0000-0002-2432-7791
Rashmi GuptaCognitive and Behavioural Neuroscience Laboratory, Department of Humanities and Social Sciences, Indian Institute of Technology Bombay, Mumbai, India.ORCID http://orcid.org/0000-0002-5157-0260
Chantal Martin SoelchDepartment of Clinical and Health Psychology, University of Fribourg, Rue P.-A.-de-Faucigny 2, Fribourg, 1700, Switzerland, 41 779767637.ORCID http://orcid.org/0000-0003-3859-9023

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Digital mental health interventions (DMHIs) offer scalable and cost-effective support for mental health but are predominantly developed in WEIRD (western, educated, industrialized, rich, democratic) contexts, raising questions about their global applicability. Dropout, attrition, and adherence rates critically influence DMHI effectiveness yet remain poorly characterized in culturally adapted formats. Objective: This systematic review aimed to (1) synthesize evidence on dropout, attrition, and adherence in culturally adapted DMHIs delivered to non-WEIRD adult populations and (2) assess the methodological quality of the included studies. Methods: PsycINFO, PubMed, and ScienceDirect were systematically searched for randomized controlled trials published in English between January 2014 and April 2024. Screening and data extraction followed PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines, and methodological quality was evaluated using the Appraisal Tool for Cross-Sectional Studies tool. Extracted variables included dropout, attrition, adherence, adaptation techniques, and clinical outcomes. Results: Twenty-three randomized controlled trials (n=4656) from diverse regions met inclusion criteria. Attrition ranged from 5.3% to 87% (median 18.4%), dropout from 0% to 66% (median 18.7%), and adherence from 26.3% to 100% (median 71%). Deep, participatory adaptations-such as language translation combined with culturally resonant content, stakeholder engagement, and iterative refinement-were consistently associated with lower dropout (<11%) and higher adherence (>75%). In contrast, surface-level adaptations (eg, translation only) showed higher dropout (up to 56%). Studies that incorporated both cultural tailoring and human support reported the most favorable engagement and clinical outcomes (eg, reductions in insomnia, depression, and anxiety). Most studies (91%) were rated as "Good" quality, although some lacked representative sampling or objective engagement metrics. Conclusions: Comprehensive and participatory cultural adaptation is associated with engagement and effectiveness of DMHIs among non-WEIRD populations. Future research should integrate hybrid human-digital delivery models, objective engagement metrics, and larger multicenter trials to improve generalizability and scalability.

Indexed as

Culturally Competent CareMental DisordersMental Health ServicesPatient CompliancePatient DropoutsHumansRandomized Controlled Trials as TopicTelemedicineadherenceattritioncultural adaptationcultural tailoringdigital mental healthdropoutnon-WEIRD settingsonline interventionwestern, educated, industrialized, rich, democratic

Identifiers

PMID41603943
PMCPMC12850045

What OpenQuestion holds

Textmetadata
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.