Considering the therapeutic alliance in digital mental health interventions
Abstract
Henson, Philip BS; Peck, Pamela PsyD; Torous, John MD, MBIEditor(s): Torous, John MD, MBI, Editor Author Information
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The DWAI is a short 6-item survey based on the WAI, created by choosing two items from each subscale of WAI and replacing the term "therapist" with "app".
“The DWAI is a short 6-item survey based on the WAI, and was created by choosing two items from each subscale of WAI and replacing the term “therapist” with “app” (53).”
From Digital Therapeutic Alliance With Fully Automated Mental Health Smartphone Apps: A Narrative Review (2022) · cites this paper as [53]
At least two psychometric tools have been proposed to measure the digital therapeutic alliance: mARM and D-WAI.
“To date, at least two psychometric tools have been proposed to conceptualize and measure this aspect of interacting with chatbots (103): Mobile Agnew Relationship Measure (mARM) (104) and Digital Working Alliance Inventory (D-WAI) (105, 106).”
From Waiting for a digital therapist: three challenges on the path to psychotherapy delivered by artificial intelligence (2023) · cites this paper as [105]
Cites
The generalizability of the psychoanalytic concept of the working alliance.
Bordin, E. S. (1979) · Psychotherapy: Theory, Research & Practice · doi:10.1037/h0085885 · Cited by 5,238 · see citing works
Development and validation of the working alliance inventory
Horvath, A. O., & Greenberg, L. S. (1989) · Journal of Counseling Psychology · doi:10.1037//0022-0167.36.2.223 · Cited by 3,520 · see citing works
Relation of the therapeutic alliance with outcome and other variables: a meta-analytic review
Martin, D. J., Garske, J. P., & Davis, M. K. (2000) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.68.3.438 · Cited by 3,355 · see citing works
Alliance in individual psychotherapy
Horvath, A. O., Del Re, A. C., Flückiger, C., & Symonds, D. (2011) · Psychotherapy · doi:10.1037/a0022186 · Cited by 2,072 · see citing works
Development and validation of a revised short version of the working alliance inventory
Hatcher, R. L., & Gillaspy, J. A. (2006) · Psychotherapy Research · doi:10.1080/10503300500352500 · Cited by 1,355 · see citing works
Smartphones for smarter delivery of mental health programs: A systematic review
Donker, T., Petrie, K., Proudfoot, J., Clarke, J., Birch, M.-R., & Christensen, H. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2791 · Cited by 1,136 · see citing works
Firth, J., Torous, J., Nicholas, J., Carney, R., Pratap, A., Rosenbaum, S., & Sarris, J. (2017) · World Psychiatry · doi:10.1002/wps.20472 · Cited by 1,097 · see citing works
Self-citationSMART on FHIR: a standards-based, interoperable apps platform for electronic health records
Mandel, J. C., Kreda, D. A., Mandl, K. D., Kohane, I. S., & Ramoni, R. B. (2016) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocv189 · Cited by 829 · 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
Self-citationTorous, J., Kiang, M. V., Lorme, J., & Onnela, J.-P. (2016) · JMIR Mental Health · doi:10.2196/mental.5165 · Cited by 758 · see citing works
Self-citationFirth, J., Torous, J., Nicholas, J., Carney, R., Rosenbaum, S., & Sarris, J. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.04.046 · Cited by 675 · see citing works
Self-citationArdito, R. B., & Rabellino, D. (2011) · Frontiers in Psychology · doi:10.3389/fpsyg.2011.00270 · Cited by 647 · see citing works
Review and evaluation of mindfulness-based iPhone apps
Mani, M., Kavanagh, D. J., Hides, L., & Stoyanov, S. R. (2015) · JMIR mHealth and uHealth · doi:10.2196/mhealth.4328 · Cited by 495 · see citing works
Ben-Zeev, D., Scherer, E. A., Wang, R., Xie, H., & Campbell, A. T. (2015) · Psychiatric Rehabilitation Journal · doi:10.1037/prj0000130 · Cited by 429 · see citing works
Technological innovations in mental healthcare: harnessing the digital revolution
Hollis, C., Morriss, R., Martin, J., Amani, S., Cotton, R., Denis, M., & Lewis, S. (2015) · British Journal of Psychiatry · doi:10.1192/bjp.bp.113.142612 · Cited by 375 · see citing works
Torous, J., & Roberts, L. W. (2017) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2017.0262 · Cited by 362 · see citing works
Self-citationFirth, J., Cotter, J., Torous, J., Bucci, S., Firth, J. A., & Yung, A. R. (2016) · Schizophrenia Bulletin · doi:10.1093/schbul/sbv132 · Cited by 351 · see citing works
Self-citationThe Therapeutic Relationship in E-Therapy for Mental Health: A Systematic Review
Sucala, M., Schnur, J. B., Constantino, M. J., Miller, S. J., Brackman, E. H., & Montgomery, G. H. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.2084 · Cited by 344 · see citing works
King, A. L., Valença, A. M., Silva, A., Sancassiani, F., Machado, S., & Nardi, A. (2014) · Clinical Practice and Epidemiology in Mental Health · doi:10.2174/1745017901410010028 · Cited by 318 · see citing works
Griffiths, K. M., Farrer, L., & Christensen, H. (2010) · Medical Journal of Australia · doi:10.5694/j.1326-5377.2010.tb03685.x · Cited by 303 · see citing works
IntelliCare: An Eclectic, Skills-Based App Suite for the Treatment of Depression and Anxiety
Mohr, D. C., Tomasino, K. N., Lattie, E. G., Palac, H. L., Kwasny, M. J., Weingardt, K., Karr, C. J., Kaiser, S. M., Rossom, R. C., Bardsley, L. R., et al. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6645 · Cited by 301 · see citing works
The impact of accommodating client preference in psychotherapy: a meta-analysis
Swift, J. K., Callahan, J. L., Cooper, M., & Parkin, S. R. (2018) · Journal of Clinical Psychology · doi:10.1002/jclp.22680 · Cited by 279 · see citing works
Smartphone Apps for Schizophrenia: A Systematic Review
Firth, J., & Torous, J. (2015) · JMIR mHealth and uHealth · doi:10.2196/mhealth.4930 · Cited by 268 · see citing works
Self-citationAndersson, G., Paxling, B., Wiwe, M., Vernmark, K., Felix, C. B., Lundborg, L., Furmark, T., Cuijpers, P., & Carlbring, P. (2012) · Behaviour Research and Therapy · doi:10.1016/j.brat.2012.05.003 · Cited by 202 · see citing works
Stawarz, K., Preist, C., Tallon, D., Wiles, N., & Coyle, D. (2018) · Journal of Medical Internet Research · doi:10.2196/10120 · Cited by 198 · see citing works
Hollis, C., Sampson, S., Simons, L., Davies, E. B., Churchill, R., Betton, V., Butler, D., Chapman, K., Easton, K., Gronlund, T. A., et al. (2018) · The Lancet Psychiatry · doi:10.1016/s2215-0366(18)30296-7 · Cited by 186 · see citing works
Torous, J. B., Chan, S. R., Gipson, S. Y.-M. T., Kim, J. W., Nguyen, T.-Q., Luo, J., & Wang, P. (2018) · Psychiatric Services · doi:10.1176/appi.ps.201700423 · Cited by 184 · see citing works
Self-citationAlliance structure assessed by the Agnew Relationship Measure (ARM)
Agnew‐Davies, R., Stiles, W. B., Hardy, G. E., Barkham, M., & Shapiro, D. A. (1998) · British Journal of Clinical Psychology · doi:10.1111/j.2044-8260.1998.tb01291.x · Cited by 182 · see citing works
Ly, K. H., Topooco, N., Cederlund, H., Wallin, A., Bergström, J., Molander, O., Carlbring, P., & Andersson, G. (2015) · PLOS ONE · doi:10.1371/journal.pone.0126559 · Cited by 171 · see citing works
Digital mental health apps and the therapeutic alliance: initial review
Henson, P., Wisniewski, H., Hollis, C., Keshavan, M., & Torous, J. (2019) · BJPsych Open · doi:10.1192/bjo.2018.86 · Cited by 152 · see citing works
Self-citationNoone, C., & Hogan, M. (2018) · BMC Psychology · doi:10.1186/s40359-018-0226-3 · Cited by 140 · see citing works
Pihlaja, S., Stenberg, J.-H., Joutsenniemi, K., Mehik, H., Ritola, V., & Joffe, G. (2018) · Internet Interventions · doi:10.1016/j.invent.2017.11.005 · Cited by 134 · see citing works
Privacy in the Digital World: Medical and Health Data Outside of HIPAA Protections
Glenn, T., & Monteith, S. (2014) · Current Psychiatry Reports · doi:10.1007/s11920-014-0494-4 · Cited by 122 · see citing works
Supporting Homework Compliance in Cognitive Behavioural Therapy: Essential Features of Mobile Apps
Tang, W., & Kreindler, D. M. (2017) · JMIR Mental Health · doi:10.2196/mental.5283 · Cited by 120 · see citing works
Berry, K., Salter, A., Morris, R., James, S., & Bucci, S. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.8252 · Cited by 103 · see citing works
Mental health apps in a college setting: openness, usage, and attitudes.
Kern, A., Hong, V., Song, J., Lipson, S., & Eisenberg, D. (2018) · mHealth · doi:10.21037/mhealth.2018.06.01 · Cited by 96 · see citing works
Bergman Nordgren, L., Carlbring, P., Linna, E., & Andersson, G. (2013) · JMIR Research Protocols · doi:10.2196/resprot.2292 · Cited by 92 · see citing works
Empowering the digital therapeutic relationship: virtual clinics for digital health interventions
Torous, J. B., & Hsin, H. (2018) · npj Digital Medicine · doi:10.1038/s41746-018-0028-2 · Cited by 88 · see citing works
Self-citationYellowlees, P., Chan, S. R., & Parish, M. B. (2015) · International Review of Psychiatry · doi:10.3109/09540261.2015.1082987 · Cited by 76 · see citing works
Rubanovich, C. K., Mohr, D. C., & Schueller, S. M. (2017) · JMIR Mental Health · doi:10.2196/mental.7603 · Cited by 63 · see citing works
The digital transformation of medicine can revitalize the patient-clinician relationship
Warraich, H. J., Califf, R. M., & Krumholz, H. M. (2018) · npj Digital Medicine · doi:10.1038/s41746-018-0060-2 · Cited by 57 · see citing works
Convergent validy of the Agnew Relationship Measure and the Working Alliance Inventory.
Stiles, W. B., Agnew-Davies, R., Barkham, M., Culverwell, A., Goldfried, M. R., Halstead, J. E., Hardy, G. E., Raue, P. J., Rees, A., & Shapiro, D. A. (2002) · Psychological Assessment · doi:10.1037//1040-3590.14.2.209 · Cited by 50 · see citing works
Mallinckrodt, B., & Tekie, Y. T. (2016) · Psychotherapy Research · doi:10.1080/10503307.2015.1061718 · Cited by 44 · see citing works
Convergent validy of the Agnew Relationship Measure and the Working Alliance Inventory.
Stiles, W. B., Agnew-Davies, R., Barkham, M., et al. (2002) · Psychological Assessment · doi:10.1037/1040-3590.14.2.209 · Cited by 37 · see citing works
Miragall, M., Baños, R. M., Cebolla, A., & Botella, C. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01531 · Cited by 29 · see citing works
Alfonsson, S., Olsson, E. M. G., Linderman, S., Winnerhed, S., & Hursti, T. J. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.01.035 · Cited by 25 · see citing works
Use of technology for note taking and therapeutic alliance.
Wiarda, N. R., McMinn, M. R., Peterson, M. A., & Gregor, J. A. (2013) · Psychotherapy · doi:10.1037/a0035075 · Cited by 13 · see citing works
Rosen, D. C., Nakash, O., & Alegria, M. M. (2015) · Psychotherapy · doi:10.1037/pst0000022 · Cited by 13 · see citing works
Rovetto, F. M. (1983) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/0005-7916(83)90012-5 · Cited by 12 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- 2015, Revision of the Working Alliance Inventory and development of a brief revised version guided by item response theory, Psychother Res, 26, 694
Cited by
Sorted by citations
D’Alfonso, S. (2020) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2020.04.005 · Cited by 408 · see citing works
Randomized Trial of a Generative AI Chatbot for Mental Health Treatment
Heinz, M. V., Mackin, D. M., Trudeau, B. M., Bhattacharya, S., Wang, Y., Banta, H. A., Jewett, A. D., Salzhauer, A. J., Griffin, T. Z., & Jacobson, N. C. (2025) · NEJM AI · doi:10.1056/aioa2400802 · Cited by 287 · see citing works
Tremain, H., McEnery, C., Fletcher, K., & Murray, G. (2020) · JMIR Mental Health · doi:10.2196/17204 · Cited by 193 · see citing works
Digital Therapeutic Alliance With Fully Automated Mental Health Smartphone Apps: A Narrative Review
Tong, F., Lederman, R., D'Alfonso, S., Berry, K., & Bucci, S. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.819623 · Cited by 106 · see citing works
“The DWAI is a short 6-item survey based on the WAI, and was created by choosing two items from each subscale of WAI and replacing the term “therapist” with “app” (53).”
MethodGrodniewicz, J. P., & Hohol, M. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1190084 · Cited by 100 · see citing works
“While psychometric tools such as mARM and D-WAI allow us to compare levels of alliance one achieves with human therapists with those one achieves with a mental health chatbot designed within the same conceptual framework, the current understanding of the DTA phenomenon is still restricted and requires further research…”
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D'Alfonso, S., Lederman, R., Bucci, S., & Berry, K. (2020) · JMIR Mental Health · doi:10.2196/21895 · Cited by 90 · see citing works
Herrero, R., Vara, M. D., Miragall, M., Botella, C., García-Palacios, A., Riper, H., Kleiboer, A., & Baños, R. M. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17176169 · Cited by 81 · see citing works
The digital therapeutic Alliance: prospects and considerations
Lederman, R., & D'Alfonso, S. (2021) · JMIR Mental Health · doi:10.2196/31385 · Cited by 56 · see citing works
He, F., Qi, Y., Zhou, Y., Cao, A., Yue, X., Fang, S., & Zheng, Y. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1054831 · Cited by 45 · see citing works
The Digital Therapeutic Alliance With Mental Health Chatbots: Diary Study and Thematic Analysis
Xu, Z., Lee, Y., Stasiak, K., Warren, J., & Lottridge, D. M. (2025) · JMIR Mental Health · doi:10.2196/76642 · Cited by 50 · see citing works
Balaskas, A., Schueller, S. M., Cox, A. L., & Doherty, G. J. (2021) · JMIR mhealth and uhealth · doi:10.2196/26712 · Cited by 31 · see citing works
Chang, S. M., Gray, L., Alon, N., & Torous, J. B. (2023) · Social Sciences · doi:10.3390/socsci12120648 · Cited by 17 · see citing works
Self-citationMacrynikola, N., Chen, K., Lane, E., Nguyen, N. S., Pinto, J., Yen, S., & Torous, J. B. (2024) · JMIR Mental Health · doi:10.2196/65222 · Cited by 19 · see citing works
Self-citationde Angel, V., Lewis, S., White, K. M., Matcham, F., & Hotopf, M. H. (2022) · JMIR Mental Health · doi:10.2196/38934 · Cited by 15 · see citing works
Meyerhoff, J., Haldar, S., & Mohr, D. C. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100399 · Cited by 14 · see citing works
Heinz, M. V., Mackin, D., Trudeau, B., Bhattacharya, S., Wang, Y., Banta, H. A., Jewett, A. D., Salzhauer, A., Griffin, T., & Jacobson, N. C. (2024) · doi:10.31234/osf.io/pjqmr · Cited by 14 · see citing works
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Tong, F., Lederman, R., D’Alfonso, S., Berry, K., & Bucci, S. (2025) · Behaviour and Information Technology · doi:10.1080/0144929x.2025.2469672 · Cited by 9 · see citing works
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Hybrid mHealth care: Patient perspectives of blended treatments for psychosis. A systematic review
Greenway, F. T., Weal, M. J., & Palmer-Cooper, E. C. (2024) · Schizophrenia Research · doi:10.1016/j.schres.2024.08.017 · Cited by 7 · see citing works
van Lotringen, C. M., ten Klooster, P. M., Austin, J., Westerhof, G. J., Kelders, S. M., & Noordzij, M. L. (2024) · BMC Digital Health · doi:10.1186/s44247-024-00132-6 · Cited by 7 · see citing works
Sun, X., de Wit, J., Li, Z., Pei, J., Ali, A. E., & Bosch, J. A. (2025) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3757655 · Cited by 11 · see citing works
Getty, C., Weaver, T. D., & Metrebian, N. (2022) · Drug and Alcohol Review · doi:10.1111/dar.13555 · Cited by 6 · see citing works
O'Connor, P., Donohue, G., Morrissey, J., Needham, M., Hargadon, L., & O’Toole, C. (2023) · Journal of Psychiatric and Mental Health Nursing · doi:10.1111/jpm.12949 · Cited by 5 · see citing works
Herbener, A. B., Klincewicz, M., Frank, L. E., & Damholdt, M. F. (2025) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2025.100182 · Cited by 5 · see citing works
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Self-citationMcCashin, D., Coyle, D., & O'Reilly, G. (2020) · Internet Interventions · doi:10.1016/j.invent.2020.100348 · Cited by 5 · see citing works
Older Veterans’ Treatment Preferences: Psychotherapy and Self-Management Treatment Modalities
Ma, F., Carlson, C., Gomez, R., & Gould, C. (2022) · Clinical Gerontologist · doi:10.1080/07317115.2022.2079447 · Cited by 3 · see citing works
Kim, J. P., Hwang, J., & Tregarthen, J. (2021) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-021-00220-8 · Cited by 4 · see citing works
Perceptions and Experiences of Renew: an Exposure-Based Mobile App for Posttraumatic Stress
Miller, M. L., Davis, C. A., & McLean, C. P. (2023) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-023-00358-7 · Cited by 3 · see citing works
Żyła, K. (2019) · Studies in Logic Grammar and Rhetoric · doi:10.2478/slgr-2019-0047 · Cited by 2 · see citing works
Stiles, B. J., Halverson, T. F., Stone, A. A., Still, C., Gleeson, J., Álvarez‐Jiménez, M., Perkins, D. O., & Penn, D. L. (2024) · Psychology and Psychotherapy Theory Research and Practice · doi:10.1111/papt.12522 · Cited by 1 · see citing works
Barakat, S., Rom, S., Kim, M., Aouad, P., & Maguire, S. (2025) · European Eating Disorders Review · doi:10.1002/erv.3176 · Cited by 1 · see citing works
Xu, Z., Lee, Y., Stasiak, K., Warren, J., & Lottridge, D. M. (2026) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3791614 · Cited by 1 · see citing works
Xu, Z., Warren, J., & Lottridge, D. M. (2025) · International Conference on Human-Engaged Computing (ICHEC) · doi:10.1145/3786995.3787059 · Cited by 1 · see citing works
Corbel, C., Le-Cerf, F., Blanquart, C., Capriz, F., & Corveleyn, X. (2024) · Douleurs Évaluation - Diagnostic - Traitement · doi:10.1016/j.douler.2024.09.007 · Cited by 1 · see citing works
de Angel, V., Lewis, S., White, K. M., Matcham, F., & Hotopf, M. H. (2022) · doi:10.2196/preprints.38934
Leijse, M. M. L., van Dam, L., Bouwmeester, S., van der Pol, T. M., Breuk, R., & Popma, A. (2025) · medRxiv · doi:10.1101/2025.09.08.25334620
Chan, A. T. Y., Li, A. C. M., Tong, A. C. Y., Freeman, D. H., Koh, Y. M., & Mak, W. W. S. (2025) · Psychotherapy and Psychosomatics · doi:10.1159/000549113
Leijse, M. M. L., van Dam, L., Bouwmeester, S., van der Pol, T. M., Breuk, R., & Popma, A. (2026) · PLoS ONE · doi:10.1371/journal.pone.0332111
Graupensperger, S. A., Ward, E. J., Baum, G. L., Bentley, K. H., Dworkin, E. R., Brown, M. D., Chekroud, A. M., & Hawrilenko, M. (2026) · JMIR Formative Research · doi:10.2196/90644
Yi, M., Hagaman, A. K., Goldsamt, L. A., Sun, S., Li, M. L., & Li, X. (2026) · INQUIRY The Journal of Health Care Organization Provision and Financing · doi:10.1177/00469580261436993
Fletcher, R. J., Ahmad, A. A. K., & StGeorge, J. M. (2026) · doi:10.2196/preprints.111393
- Authors
- Henson, P., Peck, P., & Torous, J.
- Affiliations
- Beth Israel Deaconess Medical Center (US)
- Harvard University (US)
- Corresponding author
- Torous, John
- Venue
- Harvard Review of Psychiatry
- Published
- 2019-03-22
- Volume
- 27
- Issue
- 4
- Pages
- 268-273
- ISSN
- 1067-3229 (ISSN-L)
- 1465-7309
- OpenAlex
- W2934706947
- Semantic Scholar
- 830176f4afa7eb4a7e1b96d288813f270c993caa
- Cited by
- 43
- References
- 48
- Citations by year
- 2026: 5 · 2025: 9 · 2024: 8 · 2023: 5 · 2022: 6 · 2021: 4 · 2020: 5 · 2019: 1
- FWCI
- 0.57
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Harvard Review of Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Clinical Psychology › Psychotherapy Techniques and Applications
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Telemedicine and Telehealth Implementation
- Keywords
- therapeutic relationship, digital mental health interventions, online therapy, external beam radiotherapy
- MeSH terms
- Smartphone, Therapeutic Alliance, Mental Disorders, Humans, Mental Health Services
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