Experience of primary healthcare workers in using the mobile app-based WHO mhGAP intervention guide in detection and treatment of people with mental disorders: A qualitative study in Nepal
Open accessAbstract
This study assessed perception and experience of trained primary health care workers in using a mobile app-based version of the WHO mental health gap action programme (mhGAP) Intervention Guide in the assessment and management of people with mental health conditions in primary care in Nepal. A qualitative study was conducted with primary healthcare workers who were trained in using the WHO mhGAP mobile application in Jhapa, a district in eastern Nepal. Semi-structured interviews were carried out with 15 healthcare workers (3 females and 12 males) nine months after the training. Interviews were audio recorded, transcribed and translated into English for the thematic qualitative data analysis. Health care workers (HCWs) found the mobile app helpful to verify and confirm their assessment and diagnosis. The other benefits reported by the participants were: bringing uniformity in diagnosis and management of mental health conditions across primary healthcare facilities; reminding the HCWs specific assessment questions; creating awareness on the importance of psychosocial intervention; improving the interaction between patients and service providers; and the importance of follow-up care. Despite these advantages, lack of clarity about report submission modality; lack of electricity or internet connectivity; and low technology literacy among older HCWs were some of the barriers in using the app. The major recommendation made by the HCWs for the guide included revision of the assessment process and system; inclusion of a chat function with supervisors; minimizing the amount of patients' data to be collected in the app; and addition of conversion and anxiety disorders to the app. This study concludes that the mobile decision support application could be acceptable and feasible in primary care settings if the suggested modifications are incorporated, in addition to addressing other systemic issues facing the primary care-based delivery of mental health services.
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A notable challenge in LMICs pertains to the availability of internet access and sufficient bandwidth.
“A notable challenge in LMICs pertains to the availability of internet access and sufficient bandwidth.”
From A Digital Tool (Technology-Assisted Problem Management Plus) for Lay Health Workers to Address Common Mental Health Disorders: Co-production and Usability Study in Pakistan (2025) · cites this paper as [39]
The Results section identifies unavailable or poor internet connectivity as a challenge to using the app in Nepal. The paper does not specifically assess bandwidth or establish how widespread this challenge is across LMICs. (LLM, conf=0.84)
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Cites
Using thematic analysis in psychology
Braun, V., & Clarke, V. (2006) · Qualitative Research in Psychology · doi:10.1191/1478088706qp063oa · Cited by 194,414 · see citing works
Weber, R. (1990) · doi:10.4135/9781412983488 · Cited by 7,750 · see citing works
The Lancet Commission on global mental health and sustainable development
Patel, V., Saxena, S., Lund, C., Thornicroft, G., Baingana, F., Bolton, P., Chisholm, D., Collins, P. Y., Cooper, J. L., Eaton, J., et al. (2018) · The Lancet · doi:10.1016/s0140-6736(18)31612-x · Cited by 3,692 · see citing works
Self-citationWang, P. S., Aguilar-Gaxiola, S., Alonso, J., Angermeyer, M. C., Borges, G., Bromet, E. J., Bruffaerts, R., de Girolamo, G., de Graaf, R., Gureje, O., et al. (2007) · The Lancet · doi:10.1016/s0140-6736(07)61414-7 · Cited by 1,655 · see citing works
Clinical diagnosis of depression in primary care: a meta-analysis
Mitchell, A. J., Vaze, A., & Rao, S. (2009) · The Lancet · doi:10.1016/s0140-6736(09)60879-5 · Cited by 1,251 · see citing works
The impact of mHealth interventions: systematic review of systematic reviews
Marcolino, M. S., Oliveira, J. A. Q., D'Agostino, M., Ribeiro, A. L., Alkmim, M. B. M., & Novillo-Ortiz, D. (2018) · JMIR mHealth and uHealth · doi:10.2196/mhealth.8873 · Cited by 1,163 · see citing works
Undertreatment of people with major depressive disorder in 21 countries
Thornicroft, G., Chatterji, S., Evans-Lacko, S., Gruber, M., Sampson, N., Aguilar-Gaxiola, S., Al-Hamzawi, A., Alonso, J., Andrade, L., Borges, G., et al. (2017) · British Journal of Psychiatry · doi:10.1192/bjp.bp.116.188078 · Cited by 1,121 · see citing works
Self-citationEvans-Lacko, S., Aguilar-Gaxiola, S., Al-Hamzawi, A., Alonso, J., Benjet, C., Bruffaerts, R., Chiu, W. T., Florescu, S., de Girolamo, G., Gureje, O., et al. (2018) · Psychological Medicine · doi:10.1017/s0033291717003336 · Cited by 781 · see citing works
Self-citationThe Lancet Commission on ending stigma and discrimination in mental health
Thornicroft, G., Sunkel, C., Alikhon Aliev, A., Baker, S., Brohan, E., el Chammay, R., Davies, K., Demissie, M., Duncan, J., Fekadu, W., et al. (2022) · The Lancet · doi:10.1016/s0140-6736(22)01470-2 · Cited by 748 · see citing works
Self-citationNaslund, J. A., Aschbrenner, K. A., Araya, R., Marsch, L. A., Unützer, J., Patel, V., & Bartels, S. J. (2017) · The Lancet Psychiatry · doi:10.1016/s2215-0366(17)30096-2 · Cited by 638 · see citing works
Kohrt, B. A., Jordans, M. J. D., Rai, S., Shrestha, P., Luitel, N. P., Ramaiya, M. K., Singla, D. R., & Patel, V. (2015) · Behaviour Research and Therapy · doi:10.1016/j.brat.2015.03.009 · Cited by 370 · see citing works
Self-citationThe future of psychiatry in low- and middle-income countries
Patel, V. (2009) · Psychological Medicine · doi:10.1017/s0033291709005224 · Cited by 223 · see citing works
Keynejad, R., Spagnolo, J., & Thornicroft, G. (2021) · Evidence Based Mental Health · doi:10.1136/ebmental-2021-300254 · Cited by 219 · see citing works
Self-citationNavigating diagnoses: understanding mind-body relations, mental health, and stigma in Nepal
Kohrt, B. A., & Harper, I. (2008) · Culture, Medicine, and Psychiatry · doi:10.1007/s11013-008-9110-6 · Cited by 185 · see citing works
Self-citationKohrt, B. A., Turner, E. L., Rai, S., Bhardwaj, A., Sikkema, K. J., Adelekun, A., Dhakal, M., Luitel, N. P., Lund, C., Patel, V., et al. (2020) · Social Science & Medicine · doi:10.1016/j.socscimed.2020.112852 · Cited by 177 · see citing works
Self-citationDevelopment and pilot testing of a mental healthcare plan in Nepal
Jordans, M. J. D., Luitel, N. P., Pokhrel, P., & Patel, V. (2016) · British Journal of Psychiatry · doi:10.1192/bjp.bp.114.153718 · Cited by 145 · see citing works
Self-citationMobile technology for mental health assessment
Areán, P. A., Ly, K. H., & Andersson, G. (2016) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2016.18.2/parean · Cited by 111 · see citing works
Estimating the coverage of mental health programmes: a systematic review
Silva, M. J. D., Lee, L., Fuhr, D. C., Rathod, S. D., Chisholm, D., Schellenberg, J., & Patel, V. (2014) · International Journal of Epidemiology · doi:10.1093/ije/dyt191 · Cited by 107 · see citing works
Jordans, M. J. D., Luitel, N. P., Kohrt, B. A., Rathod, S. D., Garman, E. C., De Silva, M., Komproe, I. H., Patel, V., & Lund, C. (2019) · PLOS Medicine · doi:10.1371/journal.pmed.1002748 · Cited by 104 · see citing works
Self-citationKohrt, B. A., Jordans, M. J. D., Turner, E. L., Rai, S., Gurung, D., Dhakal, M., Bhardwaj, A., Lamichhane, J., Singla, D. R., Lund, C., et al. (2021) · JAMA Network Open · doi:10.1001/jamanetworkopen.2021.31475 · Cited by 90 · see citing works
Self-citationShidhaye, R. R., Garman, E. C., Murhar, V., Rathod, S. D., Khan, A., Singh, A. K., Shrivastava, S., Muke, S. S., Shrivastava, R., Lund, C., et al. (2019) · BMJ Global Health · doi:10.1136/bmjgh-2018-001344 · Cited by 64 · see citing works
Recognition of depression by primary care clinicians in rural Ethiopia
Fekadu, A., Medhin, G., Selamu, M., Giorgis, T. W., Lund, C., Alem, A., Prince, M., & Hanlon, C. (2017) · BMC Family Practice · doi:10.1186/s12875-017-0628-y · Cited by 61 · see citing works
Opportunities and Challenges of a Rural-telemedicine Program in Nepal.
(2015) · Journal of Nepal Health Research Council · doi:10.33314/jnhrc.v0i0.640 · Cited by 50 · see citing works
Process evaluation of a district mental healthcare plan in Nepal: a mixed-methods case study
Luitel, N. P., Breuer, E., Adhikari, A., Kohrt, B. A., Lund, C., Komproe, I. H., & Jordans, M. J. D. (2020) · BJPsych Open · doi:10.1192/bjo.2020.60 · Cited by 41 · see citing works
Self-citationMaru, S., Nirola, I., Thapa, A., Thapa, P., Kunwar, L. B., Wu, W., Halliday, S., Citrin, D., Schwarz, R. K., Basnett, I., et al. (2018) · Implementation Science · doi:10.1186/s13012-018-0741-x · Cited by 36 · see citing works
Salisbury, T. T., Kohrt, B. A., Bakolis, I., Jordans, M. J. D., Hull, L., Luitel, N. P., McCrone, P., Sevdalis, N., Pokhrel, P., Carswell, K., et al. (2021) · JMIR Research Protocols · doi:10.2196/24115 · Cited by 31 · see citing works
Self-citationA Systematic Review of Mobile Health Technology Use in Developing Countries
Manal, A., Gashgari, H., & Househ, M. S. (2015) · Studies in health technology and informatics · doi:10.3233/978-1-61499-538-8-223 · Cited by 30 · see citing works
Nakku, J. E. M., Rathod, S. D., Garman, E. C., Ssebunnya, J., Kangere, S., Silva, M. D., Patel, V., Lund, C., & Kigozi, F. N. (2019) · International Journal of Mental Health Systems · doi:10.1186/s13033-019-0319-2 · Cited by 25 · see citing works
Meyers, D. J., Filkins, M., Harsha Bangura, A., Sharma, R., Baruwal, A., Pande, S., Halliday, S., Schwarz, D., Schwarz, R. K., & Maru, D. S. R. (2017) · BMJ Innovations · doi:10.1136/bmjinnov-2015-000102 · Cited by 24 · see citing works
Agarwal, S., Rosenblum, L., Goldschmidt, T., Carras, M. C., Goal, N., & Ab, L. (2016) · Cited by 19 · see citing works
Luitel, N. P., Pudasaini, K., Pokhrel, P., Lamichhane, B., Gautam, K., Adhikari, S., Makhmud, A., Salisbury, T. T., Votruba, N., Green, E., et al. (2023) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2023.69 · Cited by 15 · see citing works
Self-citation[Nepal]present progress of information technology in health care system of Nepal.
Shrestha, M. R. (2015) · PubMed · Cited by 5 · see citing works
Flagged first, then by citations
Research works printed but not linked: 4
- WHO mhGAP: Mental Health Gap Action Programme: Scaling up Care for Mental, Neurological and Substance Use Disorders 2008 World Health Organization Geneva 26290926
- WHO mhGAP Intervention Guide for Mental, Neurological and Substance Use Disorders in Non-specialized Health Settings: Mental Health Gap Action Programme (mhGAP) – Version 1.0 2010 WHO Geneva, Swizerland 23741783
- WHO mhGAP Intervention Guide for Mental, Neurological and Substance Use Disorders in Non-specialized Health Settings: Mental Health Gap Action Programme (mhGAP) – Version 2.0 2016 World Health Organization Geneva 27786430
- WHO mhGAP Intervention Guide - Version 2.0 - for Mental, Neurological and Substance Use Disorders in Non-specialized Health Settings 2019 World Health Organization Geneva 27786430
Cited by
Sorted by citations
Saleem, M., Zafar, S., Klein, T., Koesters, M., Bashir, A., Fuhr, D. C., Sikander, S., & Zeeb, H. (2025) · JMIR Formative Research · doi:10.2196/59414 · Cited by 5 · see citing works
“Addressing this barrier in digital health technologies is imperative, as highlighted both in our study and in a concurrent investigation conducted in Nepal [38,39], advocating for the implementation of interventions that XSL • FO RenderX are independent of internet connectivity.”
- Authors
- Luitel, N. P., Neupane, V., Lamichhane, B., Koirala, G. P., Gautam, K., Karki, E., Adhikari, S., Votruba, N., Jordans, M. J., Kohrt, B. A., Carswell, K., Thornicroft, G., & Lempp, H.
- Affiliations
- George Washington University (US)
- The George Institute for Global Health (GB)
- King's College London (GB)
- World Health Organization (CH)
- Corresponding author
- Luitel, Nagendra P.
- ORCID
- Venue
- SSM - Mental Health
- Publisher
- Elsevier BV
- Published
- 2023-12
- Volume
- 4
- Pages
- 100278
- ISSN
- 2666-5603 (ISSN-L)
- PMC
- PMC10751533
- OpenAlex
- W4389152071
- Cited by
- 13
- References
- 32
- Citations by year
- 2026: 1 · 2025: 9 · 2024: 3
- FWCI
- 4.60
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- SSM - Mental Health (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Institute for Health and Care Research
- National Institute of Mental Health (U19MH113211)
- National Institute for Health Research Applied Research Collaboration South London
- Wellcome Trust
- King's College Hospital NHS Foundation Trust
- UK Research and Innovation (MR/R023697/1)
- Medical Research Council (MR/S001255/1)
- Topics
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Keywords
- mobile application, primary health care workers, primary care mental health, mobile decision support, technology acceptance, barriers to app use, internet access, technological literacy, psychosocial interventions, follow-up care, mental health service delivery, Nepal
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