A pilot study of a clinician-guided internet-delivered cognitive behavioural therapy for anxiety and depression among Arabs in Australia, presented in both English and Arabic languages
Open accessAbstract
The present pilot study examined the efficacy and acceptability of an internet-delivered Cognitive Behaviour Therapy (iCBT) intervention delivered in both English and Arabic languages to Arab Australians, aged 18 and over, with symptoms of depression and anxiety. Thirteen participants with at least mild symptoms of depression on the (Patient Health Questionnaire 9-item; PHQ-9; total scores ≥ 5) or anxiety (Generalised Anxiety Disorder 7-item; GAD-7; total scores ≥ 5) accessed the online Arabic Wellbeing Course , which consisted of five online lessons delivered over eight weeks with weekly clinician support. Measures of depression, anxiety, distress and disability were administered at pre-treatment, post-treatment and 3-month follow-up. Data were analysed using generalised estimation equation (GEE) modelling. Seventy-seven percent (10/13) of participants completed the five lessons over eight weeks, with 10/13 providing post-treatment and 3-month follow-up data. Participants improved significantly across all outcome measures, with large within-group effect sizes based on estimated marginal means (Cohen's d ) at post-treatment ( d = 1.18 to 1.62) and 3-month follow-up ( d = 1.28 to 1.72). In addition, 40% and 38% of participants obtained, at least, a 50% improvement in symptoms of both anxiety and depression at 3-month follow-up respectively. Participants rated the Arabic Wellbeing Course as acceptable, and 70% of those who completed follow-up questionnaires reported accessing the course in both English and Arabic languages. Notwithstanding the limitations of an open trial design, these results are encouraging and indicate that culturally modified clinician-guided internet-delivered versions of Western psychological interventions have the potential for increasing access to treatment for Arabic-speaking Australians, and potentially other groups.
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Web-based interventions have been identified as acceptable in culturally and linguistically diverse groups.
“and culturally and linguistically diverse groups [22,23]”
From Web-Based Interventions to Help Australian Adults Address Depression, Anxiety, Suicidal Ideation, and General Mental Well-being: Scoping Review (2022) · cites this paper as [23]
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Cites
The PHQ-9: Validity of a brief depression severity measure
Kroenke, K., Spitzer, R. L., & Williams, J. B. W. (2001) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2001.016009606.x · Cited by 44,910 · see citing works
A Brief Measure for Assessing Generalized Anxiety Disorder: The GAD-7
Spitzer, R. L., Kroenke, K., Williams, J. B. W., & Löwe, B. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.10.1092 · Cited by 31,765 · see citing works
KESSLER, R. C., ANDREWS, G., COLPE, L. J., HIRIPI, E., MROCZEK, D. K., NORMAND, S.-L. T., WALTERS, E. E., & ZASLAVSKY, A. M. (2002) · Psychological Medicine · doi:10.1017/s0033291702006074 · Cited by 10,327 · see citing works
Löwe, B., Decker, O., Müller, S., Brähler, E., Schellberg, D., Herzog, W., & Herzberg, P. Y. (2008) · Medical Care · doi:10.1097/mlr.0b013e318160d093 · Cited by 4,527 · see citing works
Kroenke, K., Spitzer, R. L., Williams, J. B. W., & Löwe, B. (2010) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2010.03.006 · Cited by 4,057 · see citing works
Interpreting scores on the Kessler Psychological Distress Scale (K10)
Andrews, G., & Slade, T. (2001) · Australian and New Zealand Journal of Public Health · doi:10.1111/j.1467-842x.2001.tb00310.x · Cited by 2,021 · see citing works
Gilbody, S., Richards, D., Brealey, S., & Hewitt, C. (2007) · Journal of General Internal Medicine · doi:10.1007/s11606-007-0333-y · Cited by 1,290 · see citing works
Advantages and limitations of Internet-based interventions for common mental disorders
Andersson, G., & Titov, N. (2014) · World Psychiatry · doi:10.1002/wps.20083 · Cited by 1,160 · see citing works
Self-citationHubbard (2010) · doi:10.1097/ede.0b013e3181caeb90 · Cited by 1,139 · see citing works
Bernal, G., Bonilla, J., & Bellido, C. (1995) · Journal of Abnormal Child Psychology · doi:10.1007/bf01447045 · Cited by 1,120 · see citing works
Assessing Psychiatric Impairment in Primary Care with the Sheehan Disability Scale
Leon, A. C., Olfson, M., Portera, L., Farber, L., & Sheehan, D. V. (1997) · The International Journal of Psychiatry in Medicine · doi:10.2190/t8em-c8yh-373n-1uwd · Cited by 987 · see citing works
Sheehan, D. V. (1984) · Medical Entomology and Zoology · Cited by 883 · see citing works
2007 National Survey of Mental Health and Wellbeing: Methods and Key Findings
Slade, T., Johnston, A., Oakley Browne, M. A., Andrews, G., & Whiteford, H. (2009) · Australian & New Zealand Journal of Psychiatry · doi:10.1080/00048670902970882 · Cited by 832 · see citing works
Spitzer, R. L., Williams, J. B. W., & Kroenke, K. (1999) · PsycTESTS Dataset · doi:10.1037/t02598-000 · Cited by 590 · see citing works
Screening for Depression: Recommendations and Rationale
U.S. Preventive Services Task Force* (2002) · Annals of Internal Medicine · doi:10.7326/0003-4819-136-10-200205210-00012 · Cited by 524 · see citing works
Culturally sensitive social work practice with Arab clients in mental health settings
Al-Krenawi, A., & Graham, J. R. (2000) · Health & Social Work · doi:10.1093/hsw/25.1.9 · Cited by 485 · see citing works
Consensus statement on defining and measuring negative effects of internet interventions
Rozental, A., Andersson, G., Boettcher, J., Ebert, D. D., Cuijpers, P., Knaevelsrud, C., Ljótsson, B., Kaldo, V., Titov, N., & Carlbring, P. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.02.001 · Cited by 371 · see citing works
Self-citationTitov, N., Dear, B. F., Johnston, L., Lorian, C., Zou, J., Wootton, B., Spence, J., McEvoy, P. M., & Rapee, R. M. (2013) · PLoS ONE · doi:10.1371/journal.pone.0062873 · Cited by 364 · see citing works
Self-citationDear, B. F., Titov, N., Sunderland, M., McMillan, D., Anderson, T., Lorian, C., & Robinson, E. (2011) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2011.582138 · Cited by 282 · see citing works
Self-citationDear, B. F., Staples, L. G., Terides, M. D., Karin, E., Zou, J., Johnston, L., Gandy, M., Fogliati, V. J., Wootton, B. M., McEvoy, P. M., et al. (2015) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2015.09.003 · Cited by 230 · see citing works
Self-citationTitov, N., Dear, B. F., Staples, L. G., Terides, M. D., Karin, E., Sheehan, J., Johnston, L., Gandy, M., Fogliati, V. J., Wootton, B. M., et al. (2015) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2015.08.002 · Cited by 223 · see citing works
Self-citationCulturally responsive cognitive-behavioral therapy: Assessment, practice, and supervision.
(2006) · American Psychological Association eBooks · doi:10.1037/11433-000 · Cited by 195 · see citing works
Factors influencing mental-health help-seeking in Arabic-speaking communities in Sydney, Australia
Youssef, J., & Deane, F. P. (2005) · Mental Health Religion & Culture · doi:10.1080/13674670512331335686 · Cited by 193 · see citing works
Becker, S., Al Zaid, K., & Al Faris, E. (2002) · The International Journal of Psychiatry in Medicine · doi:10.2190/xtdd-8l18-p9e0-jyrv · Cited by 190 · see citing works
Fassaert, T. J. L., de Wit, M. A. S., Tuinebreijer, W. C., Wouters, H., Verhoeff, A. P., Beekman, A. T. F., & Dekker, J. (2009) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.288 · Cited by 187 · see citing works
Knaevelsrud, C., Brand, J., Lange, A., Ruwaard, J., & Wagner, B. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3582 · Cited by 183 · see citing works
Titov, N., Dear, B. F., Staples, L. G., Bennett-Levy, J., Klein, B., Rapee, R. M., Shann, C., Richards, D., Andersson, G., Ritterband, L., et al. (2015) · Psychiatric Services · doi:10.1176/appi.ps.201400477 · Cited by 181 · see citing works
Self-citationChoi, I., Zou, J., Titov, N., Dear, B. F., Li, S., Johnston, L., Andrews, G., & Hunt, C. (2012) · Journal of Affective Disorders · doi:10.1016/j.jad.2011.11.003 · Cited by 180 · cited 2× · see citing works
“…an emerging body of work that has evaluated modified and translated versions of iCBT interventions developed for Western populations with other culturally and linguistically diverse (CALD) groups including Chinese and Arab people (Choi et al., 2012; Knaevelsrud et al., 2015; Wagner et al., 2012).”
BackgroundSelf-citationGearing, R. E., Schwalbe, C. S., MacKenzie, M. J., Brewer, K. B., Ibrahim, R. W., Olimat, H. S., Al-Makhamreh, S. S., Mian, I., & Al-Krenawi, A. (2013) · International Journal of Social Psychiatry · doi:10.1177/0020764012452349 · Cited by 167 · see citing works
Improving access to psychological therapies: Phase IV prospective cohort study
Richards, D. A., & Suckling, R. (2009) · British Journal of Clinical Psychology · doi:10.1348/014466509x405178 · Cited by 154 · see citing works
Adult depression screening in Saudi primary care: prevalence, instrument and cost
Al-Qadhi, W., Rahman, S. U., Ferwana, M. S., & Abdulmajeed, I. (2014) · BMC Psychiatry · doi:10.1186/1471-244x-14-190 · Cited by 141 · see citing works
Stenmark, H. I., Catani, C., Neuner, F., Elbert, T. R., & Holen, A. (2013) · Behaviour Research and Therapy · doi:10.1016/j.brat.2013.07.002 · Cited by 131 · 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
Self-citationMental health literacy in non-western countries: a review of the recent literature
Furnham, A. F., & Hamid, A. (2014) · Mental Health Review Journal · doi:10.1108/mhrj-01-2013-0004 · Cited by 101 · see citing works
Efficacy of an internet-based intervention for posttraumatic stress disorder in Iraq: a pilot study
Wagner, B., Schulz, W., & Knaevelsrud, C. (2012) · Psychiatry Research · doi:10.1016/j.psychres.2011.07.026 · Cited by 91 · see citing works
Sample Size Considerations for GEE Analyses of Three‐Level Cluster Randomized Trials
Teerenstra, S., Lü, B., Preisser, J. S., van Achterberg, T., & Borm, G. F. (2010) · Biometrics · doi:10.1111/j.1541-0420.2009.01374.x · Cited by 89 · see citing works
Titov, N., Dear, B. F., Johnston, L., McEvoy, P. M., Wootton, B., Terides, M. D., Gandy, M., Fogliati, V., Kayrouz, R., & Rapee, R. M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0089591 · Cited by 81 · see citing works
Self-citationRepeated measurement analysis for nonnormal data in small samples
Paik, M. C. (1988) · Communications in Statistics - Simulation and Computation · doi:10.1080/03610918808812718 · Cited by 68 · see citing works
Diagnostic overlap of depressive, anxiety, stress and somatoform disorders in primary care
Bener, A., Al‐Kazaz, M., Ftouni, D., Al‐Harthy, M., & Dafeeah, E. E. (2012) · Asia-Pacific Psychiatry · doi:10.1111/j.1758-5872.2012.00215.x · Cited by 64 · see citing works
Kayrouz, R., Dear, B. F., Johnston, L., Keyrouz, L., Nehme, E., Laube, R., & Titov, N. (2015) · International Journal of Social Psychiatry · doi:10.1177/0020764014553004 · Cited by 45 · see citing works
Self-citationReaching 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
Bener, A., Dafeeah, E. E., Chaturvedi, S. K., & Bhugra, D. (2013) · International Review of Psychiatry · doi:10.3109/09540261.2012.730993 · Cited by 34 · see citing works
Kayrouz, R., Dear, B. F., Johnston, L., Gandy, M., Fogliati, V. J., Sheehan, J., & Titov, N. (2015) · Internet Interventions · doi:10.1016/j.invent.2014.12.001 · Cited by 32 · see citing works
Self-citationTRANSDIAGNOSTIC INTERNET TREATMENT FOR ANXIETY AND DEPRESSION
Titov, N., Dear, B. F., Johnston, L., & Terides, M. D. (2012) · Revista de Psicopatología y Psicología Clínica · Cited by 31 · see citing works
Self-citationKirkpatrick, T., Manoukian, L., Dear, B. F., Johnston, L., & Titov, N. (2013) · PeerJ · doi:10.7717/peerj.210 · Cited by 29 · see citing works
Self-citationCognitive-Behavioral Therapy With People of Arab Heritage.
Abudabbeh, N., & Hays, P. A. (2006) · Culturally responsive cognitive-behavioral therapy: Assessment, practice, and supervision. · doi:10.1037/11433-006 · Cited by 28 · see citing works
Acceptability of Mental Health Services for Anxiety and Depression in an Arab Sample
Kayrouz, R., Dear, B. F., Karin, E., Fogliati, V. J., Gandy, M., Keyrouz, L., Nehme, E., Terides, M. D., & Titov, N. (2018) · Community Mental Health Journal · doi:10.1007/s10597-018-0235-y · Cited by 27 · see citing works
Self-citationKayrouz, R., Dear, B. F., Karin, E., Gandy, M., Fogliati, V. J., Terides, M. D., & Titov, N. (2016) · Internet Interventions · doi:10.1016/j.invent.2015.10.005 · Cited by 22 · see citing works
Self-citationTitov, N., Dear, B. F., Johnston, L., & Terides, M. (2012) · Revista de Psicopatología y Psicología Clínica · doi:10.5944/rppc.vol.17.num.3.2012.11842 · Cited by 13 · see citing works
Self-citationWagner, R., Silove, D. M., Marnane, C. L., & Joukhador, J. (2008) · Australian Psychologist · doi:10.1080/00050060701477757 · Cited by 7 · see citing works
Taloyan, M., Alinaghizadeh, H., & Löfvander, M. B. (2013) · Scandinavian Journal of Psychology · doi:10.1111/sjop.12061 · Cited by 7 · see citing works
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Spanhel, K., Balci, S., Feldhahn, F., Bengel, J., Baumeister, H., & Sander, L. B. (2021) · npj Digital Medicine · doi:10.1038/s41746-021-00498-1 · Cited by 178 · see citing works
From Research to Practice: Ten Lessons in Delivering Digital Mental Health Services
Titov, N., Hadjistavropoulos, H. D., Nielssen, O. B., Mohr, D. C., Andersson, G., & Dear, B. F. (2019) · Journal of Clinical Medicine · doi:10.3390/jcm8081239 · Cited by 117 · see citing works
Self-citationSalamanca-Sanabria, A., Richards, D., Timulak, L., Connell, S., Mojica Perilla, M., Parra-Villa, Y., & Castro-Camacho, L. (2020) · JMIR Mental Health · doi:10.2196/13392 · Cited by 83 · see citing works
From Digital Health to Digital Well-being: Systematic Scoping Review
Smits, M., Kim, C. M., van Goor, H., & Ludden, G. (2022) · Journal of Medical Internet Research · doi:10.2196/33787 · Cited by 53 · see citing works
Kayrouz, R., Dear, B. F., Kayrouz, B., Karin, E., Gandy, M., & Titov, N. (2018) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2018.1445124 · Cited by 33 · see citing works
Self-citationShala, M., Morina, N., Burchert, S., Cerga-Pashoja, A., Knaevelsrud, C., Maercker, A., & Heim, E. (2020) · Internet Interventions · doi:10.1016/j.invent.2020.100339 · Cited by 29 · see citing works
Kayrouz, R., Karin, E., Staples, L., Nielssen, O. B., Dear, B. F., & Titov, N. (2020) · BMC Psychiatry · doi:10.1186/s12888-020-02486-3 · Cited by 21 · see citing works
Self-citationSpanhel, K., Balci, S., Baumeister, H., Bengel, J., & Sander, L. (2020) · Systematic Reviews · doi:10.1186/s13643-020-01438-y · Cited by 22 · see citing works
Apolinário-Hagen, J. (2018) · Psychiatry Investigation · doi:10.30773/pi.2018.06.26 · Cited by 20 · see citing works
Sivaraman, M., & Fahmie, T. A. (2020) · Behavior Analysis in Practice · doi:10.1007/s40617-020-00489-w · Cited by 20 · see citing works
The Effect of Cognitive Impairment on the Prognosis of Major Depressive Disorder
Zhang, B., Feng, L., Feng, Y., Xin, L.-M., Zhu, X., Tan, Y., & Wang, G. (2020) · The Journal of Nervous and Mental Disease · doi:10.1097/nmd.0000000000001180 · Cited by 15 · see citing works
Robichaud, M., Talbot, F., Titov, N., Dear, B. F., Hadjistavropoulos, H. D., Hadjistavropoulos, T., & Jbilou, J. (2019) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s135246581900047x · Cited by 13 · see citing works
Self-citationSkaczkowski, G., van der Kruk, S., Loxton, S., Hughes-Barton, D., Howell, C., Turnbull, D., Jensen, N., Smout, M., & Gunn, K. (2022) · JMIR Mental Health · doi:10.2196/31018 · Cited by 9 · see citing works
“Importantly, web-based interventions have been identified as acceptable in difficult-to-reach populations such as farmers [20], young people [21], and culturally and linguistically diverse groups [22,23].”
BackgroundEl‐Haj‐Mohamad, R., Stein, J., Stammel, N., Nesterko, Y., Wagner, B., Böttche, M., & Knaevelsrud, C. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.09.080 · Cited by 8 · see citing works
Rumakey, R. S., Indarwati, R., & Andriani, M. (2020) · International Journal of Nursing and Health Services (IJNHS) · doi:10.35654/ijnhs.v3i3.245 · Cited by 7 · see citing works
The impact of culture on anxiety related cognitions: an exploration with Saudi-Arabian individuals
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Zhou, Y., Wen, X., Li, Y., Liu, L., & Li, Q. S. (2024) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2024.100868 · Cited by 5 · see citing works
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Oh, K. T., Ko, J., Shin, J., & Ko, M. (2022) · JMIR Formative Research · doi:10.2196/39497 · Cited by 4 · see citing works
Hughes, D., Skaczkowski, G., Fletcher, C. M. E., Turnbull, D. A., McMahon, J., & Gunn, K. M. (2023) · BMC Public Health · doi:10.1186/s12889-023-16688-3 · Cited by 4 · see citing works
Cognitive Behavioral Therapy Online for Adult Depression: A 10 Year Systematic Literature Review
Stavropoulos, V., Cokorilo, S., Kambouropoulos, A., Collard, J. J., & Gomez, R. (2019) · Current Psychiatry Research and Reviews · doi:10.2174/1573400515666190628125914 · Cited by 4 · see citing works
LeBlanc, J., Talbot, F., Fournier, V., Titov, N., & Dear, B. F. (2022) · Internet Interventions · doi:10.1016/j.invent.2022.100529 · Cited by 4 · see citing works
Self-citationStein, J., & Knaevelsrud, C. (2018) · Springer eBooks · doi:10.1007/978-3-319-97046-2_19 · Cited by 3 · see citing works
Rozental, A. (2016) · DiVA (Stockholm University) · Cited by 3 · see citing works
Boettcher, J., Heinrich, M., Boettche, M., Burchert, S., Glaesmer, H., Gouzoulis‐Mayfrank, E., Heeke, C., Hernek, M., Knaevelsrud, C., Konnopka, A., et al. (2024) · Trials · doi:10.1186/s13063-023-07845-5 · Cited by 1 · see citing works
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Rumakey, R. S., Adriani, M., & Indarwati, R. (2020) · Jurnal Penelitian Kesehatan "SUARA FORIKES" (Journal of Health Research "Forikes Voice") · doi:10.33846/sf11122
Kayrouz, R., Karin, E., Staples, L., Nielssen, O., Dear, B. F., & Titov, N. (2020) · Figshare · doi:10.6084/m9.figshare.11972712
Self-citationKayrouz, R., Karin, E., Staples, L., Nielssen, O., Dear, B. F., & Titov, N. (2020) · Figshare · doi:10.6084/m9.figshare.11972697
Self-citationKayrouz, R., Karin, E., Staples, L., Nielssen, O., Dear, B. F., & Titov, N. (2020) · Figshare · doi:10.6084/m9.figshare.11972709
Self-citationKayrouz, R., Karin, E., Staples, L., Nielssen, O., Dear, B. F., & Titov, N. (2020) · Figshare · doi:10.6084/m9.figshare.11972691
Self-citationKayrouz, R., Karin, E., Staples, L., Nielssen, O., Dear, B. F., & Titov, N. (2020) · Figshare · doi:10.6084/m9.figshare.11972721
Self-citationKayrouz, R., Karin, E., Staples, L., Nielssen, O., Dear, B. F., & Titov, N. (2020) · Figshare · doi:10.6084/m9.figshare.11972700
Self-citationXie, S. J., Paullada, A., Wang, Y., Louden, D., Ramirez, M., Cohen, T., & Yuwen, W. (2025) · doi:10.2196/preprints.85646
- Authors
- Kayrouz, R., Dear, B. F., Karin, E., Fogliati, V. J., & Titov, N.
- Affiliations
- Macquarie University (AU)
- Corresponding author
- Kayrouz, Rony
- Venue
- Internet Interventions
- Publisher
- Elsevier BV
- Published
- 2016-09
- Volume
- 5
- Pages
- 5-11
- ISSN
- 2214-7829 (ISSN-L)
- PMC
- PMC6096205
- OpenAlex
- W2441159308
- Cited by
- 32
- References
- 51
- Citations by year
- 2025: 1 · 2024: 3 · 2023: 1 · 2022: 4 · 2021: 1 · 2020: 13 · 2019: 4 · 2018: 4 · 2016: 1
- FWCI
- 4.62
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Internet Interventions (publishedVersion, cc-by-nc-nd)
- Europe PMC (PubMed Central) (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
- Macquarie University
- Medical Research Council
- National Health and Medical Research Council (630560)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Keywords
- internet-based cognitive behavioral therapy, depression, anxiety, culturally tailored interventions, treatment acceptability, treatment efficacy, Arabic-speaking populations, access to mental health care
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