Evidence map›Paper›PMID 42097610›Full record

ArticleJMIR mental health2026

Barriers and Facilitators in the Implementation of the Systematic Medical Appraisal, Referral, and Treatment (SMART) Mental Health Digital Intervention in Rural India: Mixed Methods Process Evaluation Study.

Ankita Mukherjee, Mercian Daniel, Sudha Kallakuri, Siddhardha Devarapalli, Sandhya Kanaka Yatirajula, Amanpreet Kaur, Praveen Devarsetty, Usha Raman, Beverley M Essue, Rajesh Sagar and 7 more

Erratum issuedAbstract read
In one paragraph

Article in JMIR mental health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. 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

5 · Who and what money

Authors and funding

17 authors.

Ankita MukherjeeGeorge Institute for Global Health, New Delhi, Delhi, India.ORCID 0000-0002-6236-1317
Mercian DanielGeorge Institute for Global Health, New Delhi, Delhi, India.ORCID 0000-0002-2583-3792
Sudha KallakuriGeorge Institute for Global Health, Hyderabad, Telangana, India.ORCID 0000-0002-0259-483X
Siddhardha DevarapalliGeorge Institute for Global Health, Hyderabad, Telangana, India.ORCID 0000-0003-1411-8846
Sandhya Kanaka YatirajulaGeorge Institute for Global Health, New Delhi, Delhi, India.ORCID 0000-0002-0329-7271
Amanpreet KaurGeorge Institute for Global Health, New Delhi, Delhi, India.ORCID 0000-0002-8049-1385
Praveen DevarsettyGeorge Institute for Global Health, Hyderabad, Telangana, India.ORCID 0000-0002-0973-943X
Usha RamanDepartment of Communication, University of Hyderabad, Hyderabad, Telangana, India.ORCID 0000-0002-9023-9853
Beverley M EssueInstitute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada.ORCID 0000-0002-1512-4634
Rajesh SagarDepartment of Psychiatry, All India Institute of Medical Sciences, New Delhi, Delhi, India.ORCID 0000-0003-4563-7841
Shashi KantDepartment of Community Medicine, All India Institute of Medical Sciences, New Delhi, Delhi, India.ORCID 0000-0003-2582-7058
Shekhar SaxenaHarvard T H Chan School of Public Health, Harvard University, Boston, MA, United States.ORCID 0000-0001-9385-0212
Graham ThornicroftInstitute of Psychiatry, Psychology and Neuroscience, King's College London, London, England, United Kingdom.ORCID 0000-0003-0662-0879
Anushka PatelFaculty of Medicine and Health, University of New South Wales, Sydney, Sydney, New South Wales, Australia.ORCID 0000-0003-3825-4092
David PeirisFaculty of Medicine and Health, University of New South Wales, Sydney, Sydney, New South Wales, Australia.ORCID 0000-0002-6898-3870
Peiris DavidFaculty of Medicine and Health, University of New South Wales, Sydney, Sydney, New South Wales, Australia.ORCID 0000-0002-6898-3870
Pallab K MaulikGeorge Institute for Global Health, New Delhi, Delhi, India.ORCID 0000-0001-6835-6175

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAn estimated 150 million people have mental health care needs in India, but only 15% are able to access care. Depression and anxiety contribute to a large proportion of mental morbidity. The Systematic Medical Appraisal, Referral, and Treatment (SMART) Mental Health trial used a mobile-based clinical decision support system for primary care doctors and community health workers (CHWs) to identify and treat people at risk of depression, anxiety disorders, and self-harm. A community-based antistigma campaign was also delivered. The intervention led to improved remission rates for depression and anxiety and lower stigma scores.

objectiveA process evaluation assessed (1) implementation fidelity, barriers, and facilitators; (2) perceptions of doctors and CHWs on the use of SMART Mental Health; and (3) the causal pathways that led to trial outcomes.

methodsA mixed methods evaluation combining backend program data and qualitative data was conducted. A total of 38 focus group discussions and 37 key informant interviews were conducted with primary doctors, CHWs, government officials, local community leaders, and research project staff. The data were coded and analyzed using a framework analysis approach based on the UK Medical Research Council guidance on process evaluations and the Reach, Effectiveness, Adoption, Implementation, and Maintenance framework.

resultsThe intervention had high implementation fidelity. Across clusters, the median proportion of participants with at least 1 CHW follow-up was 98% (IQR 96.6%-100%). The referral rate for a psychiatrist was low (224/1697, 13.2%), and only 23.6% (53/224) of those referred visited the psychiatrist. The median exposure to antistigma audiovisual content was 84% (IQR 65.7%-95.9%). At the community level, key implementation barriers included cultural inhibitions in seeking mental health care and the unavailability of patients due to competing demands. Proximity and tight social connections between CHWs and their communities were important facilitators in seeking medical help. Doctor and CHW training, mentoring, and feedback provided by program staff were important facilitators to support the use of the digital health components by the health workforce.

conclusionsA complex intervention that included both community-based antistigma and clinical digital health interventions achieved high implementation fidelity. Key areas to consider for maintenance of such interventions include (1) the need for sustained community-based strategies to address stigma and other cultural barriers; (2) health workforce strengthening policies, including supportive supervision for CHWs and doctors to increase capability in the use of mental health digital health tools; and (3) strategies to improve access to specialist care for those with more complex care needs.

trial registrationClinical Trial Registry India CTRI/2018/08/015355; https://tinyurl.com/5r63suxp.

Indexed as

Mental Health ServicesReferral and ConsultationAdultCommunity Health WorkersDecision Support Systems, ClinicalDepressionDigital HealthFemaleFocus GroupsHealth Services AccessibilityHumansIndiaMaleQualitative ResearchRural Populationanxietyelectronic decision support systemIndiaLMIClow- middle-income countrymental health depressionmHealthprocess evaluationstigma

Identifiers

PMID42097610
PMCPMC13195372

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.