Feasibility and uptake of a digital mental health intervention for depression among Lebanese and Syrian displaced people in Lebanon: a qualitative study
Open accessAbstract
Introduction: Digital interventions are increasingly regarded as a potential solution for the inaccessibility of mental health treatment across low-and-middle-income settings, especially for common mental disorders. Step-by-Step (SbS) is a digital, guided self-help intervention for depression found effective in two Randomized Controlled Trials (RCTs) in Lebanon. For research implementation and further scale-up, this paper reports the results of a qualitative evaluation of SbS among the Lebanese and others and displaced Syrians in Lebanon. Methods: Thirty-four Key Informant Interviews (KIIs) were executed with participants of the RCTs, SbS staff members, and external stakeholders. Questions garnered feedback about the feasibility, acceptability, enabling factors, and barriers to adhering to the research, implementation, and the SbS intervention. A thematic analysis was conducted using NVivo, and key themes, topics, and recommendations, on research methods and the intervention itself, were generated and reported. Results: Results showed a high level of acceptability of SbS among Lebanese and Syrians and identified sub-groups for whom acceptance or use might be lower, such as older adults and people with limited access to the internet or smartphones. Furthermore, interviews identified the main enabling factors and barriers to adherence related to the research design, content, and delivery approach. Barriers related to feasibility included lengthy assessments as part of the RCTs, and mistrust related to delays in study compensations. Other common challenges were forgetting login credentials, poor internet connection, being busy and competing needs. Enabling factors and best practices included motivating participants to use the intervention through the weekly support provided by helpers, setting an oral contract for commitment, and dividing the compensations into several installments as part of the RCTs. Recommendations regarding sustainability were given. Discussion: The findings show that overall, SbS is feasible, acceptable, and much needed in Lebanon among the Lebanese and Syrians. This assessment identifies reasons for low adherence to the research and the intervention and presents improvement solutions. Recommendations generated in this paper inform the upscale of SbS and the planning, design, and implementation of future digital interventions in research and service provision settings in the mental health field.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
A recent qualitative study with SbS users from Lebanon reported slow internet, forgetting passwords, technical issues on older devices, and busy lifestyle as reasons for low adherence.
“Similar findings were reported in a recent qualitative study with SbS users from Lebanon, who reported slow internet, forgetting passwords or technical issues on older devices as reasons for low adherence, but most importantly stated that their busy lifestyle prevented them from continuing to use SbS [68].”
From Effects of a self-guided digital mental health self-help intervention for Syrian refugees in Egypt: A pragmatic randomized controlled trial (2024) · cites this paper as [68]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Qualitative research in health care: Analysing qualitative data
Pope, C. (2000) · BMJ · doi:10.1136/bmj.320.7227.114 · Cited by 8,131 · see citing works
Eysenbach, G. (2005) · Journal of Medical Internet Research · doi:10.2196/jmir.7.1.e11 · Cited by 2,524 · see citing works
Internet-Based and Other Computerized Psychological Treatments for Adult Depression: A Meta-Analysis
Andersson, G., & Cuijpers, P. (2009) · Cognitive Behaviour Therapy · doi:10.1080/16506070903318960 · Cited by 1,368 · see citing works
Self-citationWhiteford, H. A., Ferrari, A. J., Degenhardt, L., Feigin, V., & Vos, T. (2015) · PLOS ONE · doi:10.1371/journal.pone.0116820 · Cited by 1,175 · see citing works
Borghouts, J., Eikey, E., Mark, G., De Leon, C., Schueller, S. M., Schneider, M., Stadnick, N., Zheng, K., Mukamel, D., & Sorkin, D. H. (2021) · Journal of Medical Internet Research · doi:10.2196/24387 · Cited by 1,069 · see citing works
Torous, J., Nicholas, J., Larsen, M. E., Firth, J., & Christensen, H. (2018) · Evidence Based Mental Health · doi:10.1136/eb-2018-102891 · Cited by 790 · see citing works
Naslund, 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
Dropout from Internet‐based treatment for psychological disorders
Melville, K. M., Casey, L. M., & Kavanagh, D. J. (2010) · British Journal of Clinical Psychology · doi:10.1348/014466509x472138 · Cited by 597 · see citing works
Cuijpers, P., Noma, H., Karyotaki, E., Cipriani, A., & Furukawa, T. A. (2019) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2019.0268 · Cited by 539 · see citing works
Latulippe, K., Hamel, C., & Giroux, D. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6731 · Cited by 458 · see citing works
van Ballegooijen, W., Cuijpers, P., van Straten, A., Karyotaki, E., Andersson, G., Smit, J. H., & Riper, H. (2014) · PLoS ONE · doi:10.1371/journal.pone.0100674 · Cited by 409 · see citing works
Prevalence and treatment of mental disorders in Lebanon: a national epidemiological survey
Karam, E. G., Mneimneh, Z., Karam, A., Fayyad, J. A., Nasser, S. C., Chatterji, S., & Kessler, R. C. (2006) · The Lancet · doi:10.1016/s0140-6736(06)68427-4 · Cited by 290 · see citing works
Turrini, G., Purgato, M., Acarturk, C., Anttila, M., Au, T., Ballette, F., Bird, M., Carswell, K., Churchill, R., Cuijpers, P., et al. (2019) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796019000027 · Cited by 258 · see citing works
Prevalence of mental disorders in refugees and asylum seekers: a systematic review and meta-analysis
Patanè, M., Ghane, S., Karyotaki, E., Cuijpers, P. J., Schoonmade, L. J., Tarsitani, L., & Sijbrandij, M. (2022) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2022.29 · Cited by 189 · see citing works
User-Centered App Adaptation of a Low-Intensity E-Mental Health Intervention for Syrian Refugees
Burchert, S., Alkneme, M. S., Bird, M., Carswell, K., Cuijpers, P., Hansen, P., Heim, E., Harper Shehadeh, M., Sijbrandij, M., van't Hof, E., et al. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2018.00663 · Cited by 160 · see citing works
Kayrouz, R., Dear, B. F., Karin, E., & Titov, N. (2016) · Internet Interventions · doi:10.1016/j.invent.2016.01.001 · Cited by 125 · see citing works
Watson, N. L., Mull, K. E., Heffner, J. L., McClure, J. B., & Bricker, J. B. (2018) · Journal of Medical Internet Research · doi:10.2196/10351 · Cited by 118 · see citing works
Cuijpers, P., Heim, E., Abi Ramia, J., Burchert, S., Carswell, K., Cornelisz, I., Knaevelsrud, C., Noun, P., van Klaveren, C., van’t Hof, E., et al. (2022) · PLoS Medicine · doi:10.1371/journal.pmed.1004025 · Cited by 118 · see citing works
Self-citationMeurk, C., Leung, J., Hall, W., Head, B. W., & Whiteford, H. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.4827 · Cited by 105 · see citing works
Step-by-Step: a new WHO digital mental health intervention for depression
Carswell, K., Harper-Shehadeh, M., Watts, S., van’t Hof, E., Abi Ramia, J., Heim, E., Wenger, A., & van Ommeren, M. (2018) · mHealth · doi:10.21037/mhealth.2018.08.01 · Cited by 104 · see citing works
Self-citationArjadi, R., Nauta, M. H., Chowdhary, N., & Bockting, C. L. H. (2015) · Global Mental Health · doi:10.1017/gmh.2015.10 · Cited by 98 · see citing works
Whitfield, G., & Williams, C. (2004) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465804001031 · Cited by 83 · see citing works
Moock, J. (2014) · Frontiers in Public Health · doi:10.3389/fpubh.2014.00065 · Cited by 79 · see citing works
Harper Shehadeh, M. J., Abi Ramia, J., Cuijpers, P., El Chammay, R., Heim, E., Kheir, W., Saeed, K., van Ommeren, M., van’t Hof, E., Watts, S., et al. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00986 · Cited by 75 · see citing works
Self-citationLebanon's humanitarian crisis escalates after the Beirut blast
Abouzeid, M., Habib, R. R., Jabbour, S., Mokdad, A. H., & Nuwayhid, I. A. (2020) · The Lancet · doi:10.1016/s0140-6736(20)31908-5 · Cited by 74 · see citing works
Abi Ramia, J., Harper Shehadeh, M., Kheir, W., Zoghbi, E., Watts, S., Heim, E., & El Chammay, R. (2018) · Global Mental Health · doi:10.1017/gmh.2018.29 · Cited by 65 · see citing works
Self-citationHeim, E., Ramia, J. A., Hana, R. A., Burchert, S., Carswell, K., Cornelisz, I., Cuijpers, P., El Chammay, R., Noun, P., van Klaveren, C., et al. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100380 · Cited by 61 · see citing works
Self-citationGuided digital health intervention for depression in Lebanon: randomised trial
Cuijpers, P., Heim, E., Ramia, J. A., Burchert, S., Carswell, K., Cornelisz, I., Knaevelsrud, C., Noun, P., van Klaveren, C., van’t Hof, E., et al. (2022) · Evidence-Based Mental Health · doi:10.1136/ebmental-2021-300416 · Cited by 60 · see citing works
Self-citationWozney, L., Newton, A. S., Gehring, N. D., Bennett, K., Huguet, A., Hartling, L., Dyson, M. P., & McGrath, P. (2017) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-017-0474-9 · Cited by 58 · see citing works
Martínez, P., Rojas, G., Martínez, V., Lara, M. A., & Pérez, J. C. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.02.079 · Cited by 50 · see citing works
Reaching and recruiting Turkish migrants for a clinical trial through Facebook: A process evaluation
İnce, B. Ü., Cuijpers, P. J., Hof, E. V., & Riper, H. M. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.05.003 · Cited by 36 · see citing works
Mental health stigma at primary health care centres in Lebanon: qualitative study
Hana, R. A., Arnous, M., Heim, E., Aeschlimann, A., Koschorke, M., Hamadeh, R. S., Thornicroft, G., Kohrt, B. A., Sijbrandij, M., Cuijpers, P. J., et al. (2022) · International Journal of Mental Health Systems · doi:10.1186/s13033-022-00533-y · Cited by 30 · see citing works
van 't Hof, E., Heim, E., Abi Ramia, J., Burchert, S., Cornelisz, I., Cuijpers, P., El Chammay, R., Harper Shehadeh, M., Noun, P., Smit, F., et al. (2021) · JMIR Research Protocols · doi:10.2196/21585 · Cited by 16 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Chau, L. W., Lam, R. W. M., Minas, H., Hayashi, K., Nguyen, V. C., & O’Neil, J. (2025) · JMIR Mental Health · doi:10.2196/68296 · Cited by 30 · see citing works
Burchert, S., Alkneme, M. S., Alsaod, A., Cuijpers, P., Heim, E., Hessling, J., Hosny, N., Sijbrandij, M., van’t Hof, E., Ventevogel, P., et al. (2024) · PLoS Medicine · doi:10.1371/journal.pmed.1004460 · Cited by 18 · see citing works
Ng, D. T. K., Du, C., Cheung, K. K. C., & McIntyre, N. A. (2025) · Computers in Human Behavior · doi:10.1016/j.chb.2025.108755 · Cited by 4 · see citing works
Opie, J. E., Vuong, A. T., McIntosh, J., & Kuntsche, S. (2025) · Mental Health and Digital Technologies · doi:10.1108/mhdt-07-2025-0050 · Cited by 2 · see citing works
Bridge, L. A., Elsey, J. W. B., Pratley, P., & Woodward, A. (2025) · Maturitas · doi:10.1016/j.maturitas.2025.108380 · Cited by 3 · see citing works
Supporting parents in autism care
Kalawatia, M., Lucke-Wold, B. P., & Mehrunkar, A. (2025) · World Journal of Psychiatry · doi:10.5498/wjp.v15.i5.103575 · Cited by 1 · see citing works
Zohar, S., Yuval, K., Gebremariam, S. G., Goldberg, S. B., Aviad, N., Baldwin, S. A., & Bernstein, A. (2025) · Mindfulness · doi:10.1007/s12671-025-02675-9 · Cited by 1 · see citing works
Ramia, J. A., Khoury, S., Armani, N., Cuijpers, P. J., Carswell, K., Hof, E. V., Zoghbi, E., Sijbrandij, M., & Chammay, R. E. (2025) · Frontiers in Public Health · doi:10.3389/fpubh.2025.1665093 · Cited by 1 · see citing works
Self-citationDigital Health and Digital Therapeutics: New Tools for the Management and Care of Patients
Santoro, E. (2025) · Springer eBooks · doi:10.1007/978-981-96-1437-0_11
Notsu, H., Bodner, R., Lim, K., Shi, C., Myrick, K. J., Ilagan, G. S., Neumann, A., Lisowski, V., & Torous, J. B. (2026) · JMIR Research Protocols · doi:10.2196/preprints.95555
Mei, X., Liu, J., Qiu, Y., Tong, M., Gu, J., Yue, Y., Yang, F., & Zhang, L. (2026) · BMC Public Health · doi:10.1186/s12889-026-27309-0
Bayoumi, R. R., Bones, O. C., Altawil, M. A. S., Wolde, B., & Pärr, N. (2026) · PLOS Global Public Health · doi:10.1371/journal.pgph.0006290
Jabeen, I., Shomik, M. S., Hossain, S., Ara, T., Manna, R. M., Islam, S. M. H., Akter, T., Usmani, N. G., Chandra, P., Ahamed, B., et al. (2026) · BMC Health Services Research · doi:10.1186/s12913-026-15109-6
Marchetti, M., Patania, F., Piccoli, M., Bryant, R. A., Frankova, I., Gagliato, M., Keyan, D., Mazzoni, G. A. L., Molina, A. C., Sijbrandij, M., et al. (2026) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796026100845
Dar, K. A., Iqbal, N., Hassan, M., Lone, N. A., & Dar, M. A. (2026) · Journal of Environmental Psychology · doi:10.1016/j.jenvp.2026.103250
- Authors
- Abi Ramia, J., Abi Hana, R., Noun, P., Cuijpers, P., Carswell, K., van't Hof, E., Heim, E., Zoghbi, E., Sijbrandij, M., & El Chammay, R.
- Affiliations
- Ministry of Public Health (LB)
- Babeș-Bolyai University (RO)
- World Health Organization (CH)
- University of Zurich (CH)
- Venue
- Frontiers in Public Health
- Publisher
- Frontiers Media SA
- Published
- 2024-01-22
- Volume
- 11
- Pages
- 1293187-1293187
- ISSN
- 2296-2565 (ISSN-L)
- PMC
- PMC10840138
- OpenAlex
- W4391103668
- Cited by
- 15
- References
- 33
- Citations by year
- 2026: 6 · 2025: 8 · 2024: 1
- FWCI
- 5.93
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Public Health (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- SERVAL (Université de Lausanne) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- IRIS (submittedVersion, cc-by)
- VU Research Portal (submittedVersion, other-oa)
- Funders
- World Health Organization
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- digital mental health interventions, depression, guided self-help, Syrian refugees, displaced persons, feasibility, acceptability, research compensation, internet access barriers, older adults, scale-up, Lebanon
- MeSH terms
- Middle Eastern People, Digital Health, Aged, Depression, Feasibility Studies, Humans, Lebanon, Mental Health, Refugees, Syria, Qualitative Research
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review