A Solution-Focused Research Approach to Achieve an Implementable Revolution in Digital Mental Health
Open accessThe 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?
There are few reports of iCBT outcomes sustained over longer periods after initial implementation efforts conclude.
“Examining trends also adds to evidence regarding iCBT in routine care as there are few reports of iCBT outcomes sustained over longer periods after initial implementation efforts conclude. 35”
From Utilization, Patient Characteristics, and Longitudinal Improvements among Patients from a Provincially Funded Transdiagnostic Internet-delivered Cognitive Behavioural Therapy Program: Observational Study of Trends over 6 Years (2022) · cites this paper as [35]
The Sustainable Implementation section (page not available) says funded research often ends with publication of an efficacy trial and argues for sustaining digital mental health interventions after research support is withdrawn. It does not say that reports of long-term iCBT outcomes after initial implementation efforts are few. (LLM, conf=0.78)
Experimental — accuracy not yet measuredDespite evidence from 15 years of research for the effectiveness of digital mental health interventions, a historical and global research translation gap has hindered clinical implementation, and very few digital interventions have been successfully integrated into mental services.
“Yet, despite evidence from 15 years of research for the effectiveness of digital mental health interventions, a historical and global research translation gap has hindered clinical implementation, and very few digital interventions have been successfully integrated into mental services.”
From The Lancet Psychiatry Commission on youth mental health (2024) · cites this paper as [364]
Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measured
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
Understanding Media: The Extensions of Man
Levine, S., & McLuhan, M. (1964) · American Quarterly · doi:10.2307/2711172 · Cited by 12,215 · 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
Computer-based psychological treatments for depression: A systematic review and meta-analysis
Richards, D., & Richardson, T. (2012) · Clinical Psychology Review · doi:10.1016/j.cpr.2012.02.004 · Cited by 1,442 · see citing works
Mohr, D. C., Lyon, A. R., Lattie, E. G., Reddy, M., & Schueller, S. M. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7725 · Cited by 432 · see citing works
Self-citationGilbody, S., Littlewood, E., Hewitt, C., Brierley, G., Tharmanathan, P., Araya, R., Barkham, M., Bower, P., Cooper, C., Gask, L., et al. (2015) · BMJ · doi:10.1136/bmj.h5627 · Cited by 409 · see citing works
Should social science be more solution-oriented?
Watts, D. J. (2017) · Nature Human Behaviour · doi:10.1038/s41562-016-0015 · Cited by 301 · see citing works
Mohr, D. C., Schueller, S. M., Riley, W. T., Brown, C. H., Cuijpers, P., Duan, N., Kwasny, M. J., Stiles-Shields, C., & Cheung, K. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4391 · Cited by 216 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
High-performance medicine: the convergence of human and artificial intelligence
Topol, E. J. (2019) · Nature Medicine · doi:10.1038/s41591-018-0300-7 · Cited by 10,450 · see citing works
Torous, J., Bucci, S., Bell, I. H., Kessing, L. V., Faurholt‐Jepsen, M., Whelan, P., Carvalho, A. F., Keshavan, M., Linardon, J., & Firth, J. (2021) · World Psychiatry · doi:10.1002/wps.20883 · Cited by 1,199 · see citing works
The COVID-19 pandemic: the ‘black swan’for mental health care and a turning point for e-health
Wind, T. R., Rijkeboer, M., Andersson, G., & Riper, H. (2020) · Internet Interventions · doi:10.1016/j.invent.2020.100317 · Cited by 782 · see citing works
“The virus seems a greater catalyst for the implementation of online therapy and e-health tools in routine practice than two decades of many brilliant, but failed, attempts in this domain (Mohr et al., 2018).”
Self-citationThe Lancet Psychiatry Commission on youth mental health
McGorry, P. D., Mei, C., Dalal, N., Alvarez-Jimenez, M., Blakemore, S.-J., Browne, V., Dooley, B., Hickie, I. B., Jones, P. B., McDaid, D., et al. (2024) · The Lancet Psychiatry · doi:10.1016/s2215-0366(24)00163-9 · Cited by 663 · see citing works
Designing and scaling up integrated youth mental health care
McGorry, P. D., Mei, C., Chanen, A., Hodges, C., Alvarez‐Jimenez, M., & Killackey, E. (2022) · World Psychiatry · doi:10.1002/wps.20938 · Cited by 546 · see citing works
“There has been a rapid growth in digital mental health research 104 and, while there have been challenges in the implementation and uptake of new digital technologies 105,106 , their integration within clinical services has the potential to enhance engagement 107 .”
An overview of and recommendations for more accessible digital mental health services
Lattie, E. G., Stiles-Shields, C., & Graham, A. K. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-021-00003-1 · Cited by 446 · see citing works
Virtual reality as a clinical tool in mental health research and practice
Bell, I. H., Nicholas, J., Alvarez-Jimenez, M., Thompson, A., & Valmaggia, L. (2020) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2020.22.2/lvalmaggia · Cited by 302 · see citing works
Machine learning model to predict mental health crises from electronic health records
Garriga, R., Mas, J., Abraha, S., Nolan, J., Harrison, O., Tadros, G., & Matic, A. (2022) · Nature Medicine · doi:10.1038/s41591-022-01811-5 · Cited by 229 · see citing works
Addressing the mental health impact of COVID-19 through population health
Boden, M., Zimmerman, L., Azevedo, K. J., Ruzek, J. I., Gala, S., Abdel Magid, H. S., Cohen, N., Walser, R., Mahtani, N. D., Hoggatt, K. J., et al. (2021) · Clinical Psychology Review · doi:10.1016/j.cpr.2021.102006 · Cited by 216 · see citing works
Graham, A. K., Greene, C. J., Kwasny, M. J., Kaiser, S. M., Lieponis, P., Powell, T., & Mohr, D. C. (2020) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2020.1011 · Cited by 162 · see citing works
Self-citationThe foundation and architecture of precision medicine in neurology and psychiatry
Hampel, H. J., Gao, P., Cummings, J. L., Toschi, N., Thompson, P. M., Hu, Y., Cho, M., & Vergallo, A. (2023) · Trends in Neurosciences · doi:10.1016/j.tins.2022.12.004 · Cited by 149 · see citing works
Advances in the use of virtual reality to treat mental health conditions
Bell, I. H., Pot-Kolder, R., Rizzo, A., Rus-Calafell, M., Cardi, V., Cella, M., Ward, T., Riches, S., Reinoso, M., Thompson, A., et al. (2024) · Nature Reviews Psychology · doi:10.1038/s44159-024-00334-9 · Cited by 140 · see citing works
“Digital interventions that perform well in clinical trials do not necessarily translate to strong uptake and engagement beyond the research context 158 as was already observed in the first generation of digital mental health technologies 158,159 .”
Van Daele, T., Karekla, M., Kassianos, A. P., Compare, A., Haddouk, L., Salgado, J., Ebert, D. D., Trebbi, G., Bernaerts, S., Van Assche, E., et al. (2020) · Journal of Psychotherapy Integration · doi:10.1037/int0000218 · Cited by 122 · see citing works
“Despite an increasing evidence base for the efficacy of e-mental health (Carlbring et al., 2018), overall adoption in clinical practice has remained limited (Mohr et al., 2018; Gaebel et al., in press).”
BackgroundHealthcare Transformation in the Post-Coronavirus Pandemic Era
Jazieh, A. R., & Kozlakidis, Z. (2020) · Frontiers in Medicine · doi:10.3389/fmed.2020.00429 · Cited by 125 · see citing works
“This has been observed in mental healthcare as well, where the pandemic became a catalyst for the implementation of online therapy and e-health tools in routine practice, following more than two decades of many brilliant, but mostly failed, attempts (20, 21).”
BackgroundPublic attitudes toward guided internet-based therapies: web-based survey study
Apolinário-Hagen, J., Harrer, M., Kählke, F., Fritsche, L., Salewski, C., & Ebert, D. D. (2018) · JMIR Mental Health · doi:10.2196/10735 · Cited by 123 · see citing works
“However, the poor adoption of eMHSs worldwide indicates that low acceptability and intention to use might constitute a barrier in reaching the full potential of internet-based approaches (cf, [28-32]).”
BackgroundAlvarez-Jimenez, M., Gleeson, J. F., Bendall, S., Penn, D. L., Yung, A. R., Ryan, R. M., Eleftheriadis, D., D'Alfonso, S., Rice, S., Miles, C., et al. (2018) · Schizophrenia Research · doi:10.1016/j.schres.2018.07.022 · Cited by 118 · see citing works
Global research priorities for youth mental health
Mei, C., Fitzsimons, J., Allen, N. B., Álvarez‐Jiménez, M., Amminger, G. P., Browne, V., Cannon, M. D., Davis, M., Dooley, B. A., Hickie, I. B., et al. (2020) · Early Intervention in Psychiatry · doi:10.1111/eip.12878 · Cited by 117 · see citing works
Friis-Healy, E. A., Nagy, G. A., & Kollins, S. H. (2021) · JMIR Mental Health · doi:10.2196/25456 · Cited by 109 · see citing works
“Drawing on implementation science and human-computer interaction, the Accelerated Creation to Sustainment model [30] offers an alternative approach to traditional clinical evaluation methods that can take over 10 years to move an intervention from conceptualization to implementation [31].”
MethodAlvarez-Jimenez, M., Rice, S., D'Alfonso, S., Leicester, S., Bendall, S., Pryor, I., Russon, P., McEnery, C., Santesteban-Echarri, O., Da Costa, G., et al. (2020) · Journal of Medical Internet Research · doi:10.2196/17155 · Cited by 106 · see citing works
“Second, these interventions were developed as separate products [24], with little consideration as to how they fit in with existing clinical services, resulting in an overall lack of integration of web-based support with clinical services [25].”
BackgroundUser‐centered design for technology‐enabled services for eating disorders
Graham, A. K., Wildes, J. E., Reddy, M. C., Munson, S. A., Taylor, C. B., & Mohr, D. C. (2019) · International Journal of Eating Disorders · doi:10.1002/eat.23130 · Cited by 103 · see citing works
“Ongoing application of the user-centered design process ensures the technologies and services adapt to stakeholders’ needs and maintain their relevance to clinical and technological innovations (Mohr et al., 2018).”
BackgroundInfluentialSelf-citationGarety, P. A., Ward, T., Emsley, R., Greenwood, K., Freeman, D. H., Fowler, D. G., Kuipers, E., Bebbington, P., Rus‐Calafell, M., McGourty, A., et al. (2021) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2021.0326 · Cited by 98 · see citing works
FAST: A Framework to Assess Speed of Translation of Health Innovations to Practice and Policy
Proctor, E. K., Ramsey, A. T., Saldana, L., Maddox, T. M., Chambers, D., & Brownson, R. C. (2022) · Global Implementation Research and Applications · doi:10.1007/s43477-022-00045-4 · Cited by 101 · see citing works
Experimental therapeutics for digital mental health.
Graham, A. K., Lattie, E. G., & Mohr, D. C. (2019) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2019.2075 · Cited by 93 · see citing works
Self-citationWasil, A. R., Gillespie, S., Patel, R., Petre, A., Venturo-Conerly, K. E., Shingleton, R. M., Weisz, J. R., & DeRubeis, R. J. (2020) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000604 · Cited by 89 · see citing works
Digital Technologies in Psychiatry: Present and Future
Hirschtritt, M. E., & Insel, T. R. (2018) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1176/appi.focus.20180001 · Cited by 88 · see citing works
Malik, T., Ambrose, A. J., & Sinha, C. (2022) · JMIR Human Factors · doi:10.2196/35668 · Cited by 83 · see citing works
“convenience and can serve as important alternatives to bridge the access gap [6].”
BackgroundConnolly, S. L., Hogan, T. P., Shimada, S. L., & Miller, C. J. (2020) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-020-00165-4 · Cited by 78 · see citing works
Hardy, A., Wojdecka, A. B., West, J., Matthews, E., Golby, C., Ward, T., Lopez, N. D., Freeman, D. H., Waller, H., Kuipers, E., et al. (2018) · JMIR Mental Health · doi:10.2196/11222 · Cited by 72 · see citing works
“Notwithstanding the hugely valuable progress made over the past 2 decades in psychological therapy for psychosis [1], we echo recent calls to shift the frame of therapy radically to address the fundamental paradox that evidence-based psychological interventions are often not sufficiently helpful to bring about meaning…”
BackgroundEstimating Costs of an Implementation Intervention
Wagner, T. H., Yoon, J., Jacobs, J. C., So, A., Kilbourne, A. M., Yu, W., & Goodrich, D. E. (2020) · Medical Decision Making · doi:10.1177/0272989x20960455 · Cited by 59 · see citing works
“costs may change over time, especially if there is variation in how the intervention was implemented as planned.(39) In these cases, it may be useful to collect data on fidelity at multiple phases of the implementation process.”
BackgroundRiva, G., Bernardelli, L., Browning, M. H. E. M., Castelnuovo, G., Cavedoni, S., Chirico, A., Cipresso, P., de Paula, D. M. B., Di Lernia, D., Fernández-Álvarez, J., et al. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.563319 · Cited by 72 · see citing works
“Despite the undoubted negative consequences of this context, it can be also conceived as an opportunity to achieve an implementable revolution in digital mental health (50).”
BackgroundBell, I. H., Thompson, A., Valentine, L., Adams, S., Alvarez-Jimenez, M., & Nicholas, J. (2022) · JMIR Mental Health · doi:10.2196/30716 · Cited by 60 · see citing works
“Informing efforts to implement evidence-based DMHIs to support clinical care is a critical area for future research [29,52].”
BackgroundNeal, D. P., van den Berg, F., Planting, C. H. M., Ettema, T. P., Dijkstra, K., Finnema, E., & Dröes, R. (2021) · Journal of Clinical Medicine · doi:10.3390/jcm10040604 · Cited by 66 · see citing works
“It has previously been pointed out in the literature that traditional methods of evaluation might be too time-consuming to usefully evaluate digital mental health applications [78].”
BackgroundMohr, D. C., Lattie, E. G., Tomasino, K. N., Kwasny, M. J., Kaiser, S. M., Gray, E. L., Alam, N., Jordan, N., & Schueller, S. M. (2019) · Behaviour Research and Therapy · doi:10.1016/j.brat.2019.103485 · Cited by 57 · see citing works
Self-citationHadjistavropoulos, H. D., Peynenburg, V., Thiessen, D. L., Nugent, M., Karin, E., Staples, L., Dear, B. F., & Titov, N. (2022) · The Canadian Journal of Psychiatry · doi:10.1177/07067437211006873 · Cited by 52 · see citing works
“Examining trends also adds to evidence regarding iCBT in routine care as there are few reports of iCBT outcomes sustained over longer periods after initial implementation efforts conclude.(35) Research questions explored in this study were as follows: What growth will be observed in iCBT over time? Will users of iCBT…”
BackgroundChen, T., Ou, J., Li, G., & Luo, H. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1356554 · Cited by 55 · see citing works
“Although more digital technologies are being used to treat mental health issues, the most important clinical findings have come from strict randomized controlled trials (Mohr et al., 2018).”
BackgroundMendes-Santos, C., Nunes, F., Weiderpass, E., Santana, R., & Andersson, G. (2021) · doi:10.2196/preprints.32558 · Cited by 52 · see citing works
“Previous publications have discussed the need to turn such processes more agile [69], solution focused [1], and integrated into clinical practice [8,70].”
BackgroundInfluentialA Smart Toy Intervention to Promote Emotion Regulation in Middle Childhood: Feasibility Study
Theofanopoulou, N., Isbister, K., Edbrooke-Childs, J. H., & Slovák, P. (2019) · JMIR Mental Health · doi:10.2196/14029 · Cited by 52 · see citing works
“This consistency—together with analogous positive effects from earlier deployment [67]—is particularly promising in view of the commonly high attrition rates and nonengagement for technology-enabled mental health interventions [10,38-41].”
Bauer, A. M., Cooper, S. H., Bechtel, J. M., & Fortney, J. C. (2018) · Journal of Medical Internet Research · doi:10.2196/10048 · Cited by 49 · see citing works
“Research has demonstrated that very few people sustain use of such self-guided interventions [3-7], which has prompted clinical investigators to explore new models of technology-supported care [5,8-10].”
BackgroundDesigning for Accelerated Translation (DART) of emerging innovations in health
Ramsey, A. T., Proctor, E. K., Chambers, D., Garbutt, J. M., Malone, S. M., Powderly, W. G., & Bierut, L. J. (2019) · Journal of Clinical and Translational Science · doi:10.1017/cts.2019.386 · Cited by 48 · see citing works
“The gap continues to widen when implementation is merely “left as a posthoc procedure” [2].”
Taylor, C. B., Ruzek, J. I., Fitzsimmons‐Craft, E. E., Sadeh‐Sharvit, S., Topooco, N., Weissman, R. S., Eisenberg, D., Mohr, D. C., Graham, A. K., Jacobi, C., et al. (2020) · Journal of Medical Internet Research · doi:10.2196/17493 · Cited by 46 · see citing works
“A core premise of the approach we are suggesting is the recognition that interventions evaluated under carefully controlled circumstances in selected, often convenience populations may not be as feasible or effective when applied more broadly [5,16,17].”
BackgroundMethodSelf-citationFive failures and five challenges for prevention and early intervention for personality disorder
Chanen, A. M., & Nicol, K. (2021) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2020.12.005 · Cited by 43 · see citing works
Hadjistavropoulos, H. D., McCall, H. C., Thiessen, D. L., Huang, Z., Carleton, R. N., Dear, B. F., & Titov, N. (2021) · Journal of Medical Internet Research · doi:10.2196/27610 · Cited by 42 · see citing works
Ahuvia, I. L., Sung, J. Y., Dobias, M., Nelson, B. D., Richmond, L. L., London, B. E., & Schleider, J. L. (2022) · Journal of American College Health · doi:10.1080/07448481.2022.2062245 · Cited by 43 · see citing works
“8 Researchers’ attention to telether-apy and digital supports has accelerated dramatically because of the pandemic and social distancing practices.”
Background“I think people are powerful”: The Sociality of Individuals Managing Depression
Burgess, E. R., Ringland, K. E., Nicholas, J., Knapp, A. A., Eschler, J., Mohr, D., & Reddy, M. C. (2019) · Proc. ACM Hum. Comput. Interact. · doi:10.1145/3359143 · Cited by 60 · see citing works
“While many of these tools have been shown to be efficacious, adoption has been low [94,96].”
BackgroundSelf-citationMilitello, L. K., Sobolev, M., Okeke, F., Adler, D. A., & Nahum-Shani, I. B. (2021) · JMIR Formative Research · doi:10.2196/30606 · Cited by 36 · see citing works
“It has also been suggested that tools to unobtrusively gauge and manage day-to-day stress may be improved by considering contextual information [34,40,80].”
BackgroundMcCashin, D., Coyle, D., & O’Reilly, G. (2019) · Journal of Medical Internet Research · doi:10.2196/13540 · Cited by 37 · see citing works
“Moreover, it is particularly relevant for technology-based interventions by examining the contextual and implementation factors concerning how any intervention is performed and why [8].”
InfluentialDear, B. F., Johnson, B., Singh, A., Wilkes, B., Brkic, T., Gupta, R., Jones, M. P., Bailey, S., Dudeney, J., Gandy, M., et al. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.06.044 · Cited by 36 · see citing works
Tuerk, P. W., Schaeffer, C. M., Mcguire, J. F., Larsen, M. A., Capobianco, N. B., & Piacentini, J. C. (2019) · Current Psychiatry Reports · doi:10.1007/s11920-019-1092-2 · Cited by 34 · see citing works
Designing accessible, explainable AI (XAI) experiences
Wolf, C. T., & Ringland, K. E. (2020) · ACM SIGACCESS Accessibility and Computing · doi:10.1145/3386296.3386302 · Cited by 36 · see citing works
Topooco, N., Fowler, L. A., Fitzsimmons‐Craft, E. E., DePietro, B., Vázquez, M. M., Firebaugh, M., Ceglarek, P. J. D., Monterubio, G. E., Newman, M. G., Eisenberg, D., et al. (2022) · Internet Interventions · doi:10.1016/j.invent.2022.100528 · Cited by 37 · see citing works
Digitalising mental health care: Practical recommendations from the European Psychiatric Association
Kalman, J. L., Burkhardt, G., Samochowiec, J., Gebhard, C., Dom, G., John, M., Kılıç, Ö., Kurimay, T., Lien, L., Schouler‐Ocak, M., et al. (2023) · European Psychiatry · doi:10.1192/j.eurpsy.2023.2466 · Cited by 34 · see citing works
“…the clinical translation and ensure the long-term real-life utilisation of the technological innovations, DMHIs, DHTs, and digitalisation initiatives must be designed in close interaction with stakeholders, tailored to the needs of patients and therapists and, aligned with clinical workflows [3].”
BackgroundD'Adamo, L., Paraboschi, L., Claire Grammer, A., Fennig, M., Graham, A. K., Yaeger, L. H., Newman, M. G., Wilfley, D. E., Barr Taylor, C., Eisenberg, D., et al. (2023) · Journal of Behavioral and Cognitive Therapy · doi:10.1016/j.jbct.2023.05.002 · Cited by 37 · see citing works
Therapeutic engagement in robot‐assisted psychological interventions: A systematic review
Riches, S., Azevedo, L., Vora, A., Kaleva, I., Taylor, L., Guan, P., Jeyarajaguru, P., McIntosh, H., Petrou, C., Pisani, S., et al. (2021) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2696 · Cited by 35 · see citing works
Grand Challenges in Human Factors and Digital Health
Schueller, S. M. (2021) · Frontiers in Digital Health · doi:10.3389/fdgth.2021.635112 · Cited by 33 · see citing works
“Instead, we have proposed elsewhere, that phases of create, trial, and sustain, might be more appropriate when it comes to digital health (8).”
BackgroundSelf-citationA maturing mindfulness-based cognitive therapy reflects on two critical issues
Segal, Z., Dimidjian, S., Vanderkruik, R., & Levy, J. (2019) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2019.01.015 · Cited by 32 · see citing works
Myin‐Germeys, I., Schick, A., Ganslandt, T., Hajdúk, M., Heretik, A., Hoyweghen, I. V., Kiekens, G., Koppe, G., Marelli, L., Nagyová, I., et al. (2024) · Psychological Medicine · doi:10.1017/s0033291724001454 · Cited by 33 · see citing works
Mendes-Santos, C., Andersson, G., Weiderpass, E., & Santana, R. M. (2020) · Frontiers in Public Health · doi:10.3389/fpubh.2020.553345 · Cited by 32 · see citing works
“) (40, 41) to support and improve mental health conditions and provide mental healthcare including screening, health promotion, prevention, early intervention, treatment, or relapse prevention (42).”
BackgroundFletcher, S., Chondros, P., Densley, K., Murray, E., Dowrick, C., Coe, A., Hegarty, K., Davidson, S., Wachtler, C., Mihalopoulos, C., et al. (2020) · The British journal of general practice : the journal of the Royal College of General Practitioners · doi:10.3399/bjgp.2020.0783 · Cited by 25 · see citing works
Hardy, A., Ward, T., Emsley, R., Greenwood, K., Freeman, D. H., Fowler, D. G., Kuipers, E., Bebbington, P., & Garety, P. A. (2022) · JMIR Human Factors · doi:10.2196/29725 · Cited by 31 · see citing works
“Human-centered design is increasingly employed in health care innovation to enhance user experience, thereby promoting engagement [13-17].”
BackgroundÁlvarez‐Jiménez, M., Nicholas, J., Valentine, L., Liu, P., Mangelsdorf, S. N., Baker, S., Gilbertson, T., O'Loughlin, G., McEnery, C., McGorry, P. D., et al. (2024) · Acta Psychiatrica Scandinavica · doi:10.1111/acps.13751 · Cited by 30 · see citing works
“10,60,62 This study uniquely features an integrated digital platform implemented across a large number of services, across a large swathe of Australia, and across varied states that have distinct health bureaucracies.”
Manole, A., Cârciumaru, R., Brînzaș, R., & Manole, F. (2024) · Information · doi:10.3390/info16010011 · Cited by 34 · see citing works
Osborne, C. L., Juengst, S. B., & Smith, E. E. (2020) · British Journal of Occupational Therapy · doi:10.1177/0308022620954115 · Cited by 32 · see citing works
“Therefore, we propose a multi-phase, user-centered study design (Lyon and Koerner, 2016; Mohr et al., 2018) to develop an mHealth app intervention for community-based individuals with acquired brain injuries (stroke and TBI) and their care partners.”
MethodPokémon GO Within the Context of Family Health: Retrospective Study
Militello, L. K., Hanna, N., & Nigg, C. R. (2018) · JMIR Pediatrics and Parenting · doi:10.2196/10679 · Cited by 31 · see citing works
“Research is needed to advance the real-world implementation of digital health interventions [22,100].”
BackgroundGraham, A. K., Munson, S. A., Reddy, M. C., Neubert, S. W., Green, E. A., Chang, A., Spring, B. J., Mohr, D. C., & Wildes, J. E. (2020) · JMIR Formative Research · doi:10.2196/23809 · Cited by 29 · see citing works
“However, the approach to date of simply translating an evidence-based face-to-face intervention to a digital format has not worked; the process relies on what clinicians think users need, the way in which in-person services are delivered does not align with how people engage with their phones [16,17], and it fails to…”
BackgroundSelf-citationDesigning Digital Interventions for Eating Disorders
Graham, A. K., Kosmas, J. A., & Massion, T. A. (2023) · Current Psychiatry Reports · doi:10.1007/s11920-023-01415-x · Cited by 28 · see citing works
“ED e at in g di so rd er , B N b ul im ia n er vo sa , B ED b in ge e at in g di so rd er , A N a no re xi a ne rv os a 131 Current Psychiatry Reports (2023) 25:125–138”
BackgroundEfficacy of Gamified Digital Mental Health Interventions for Pediatric Mental Health Conditions
Bryant, B. R., Sisk, M. R., & Mcguire, J. F. (2024) · Archives of Pediatrics and Adolescent Medicine · doi:10.1001/jamapediatrics.2024.3139 · Cited by 30 · see citing works
Towards A Framework for Mobile Behavior Change Research
Okeke, F., Sobolev, M., & Estrin, D. L. (2018) · Technology, Mind, and Society Conference (TechMindSociety) · doi:10.1145/3183654.3183706 · Cited by 27 · see citing works
“We design the framework as a solution-focused research approach [20, 33] that explores behavior change in real-world settings in a standardized, extensible, and replicable way.”
MethodRiboldi, I., Calabrese, A., Piacenti, S., Capogrosso, C. A., Paioni, S. L., Bartoli, F., Carrà, G., Armes, J., Taylor, C., & Crocamo, C. (2024) · Clinical Practice and Epidemiology in Mental Health · doi:10.2174/0117450179271467231231060255 · Cited by 29 · see citing works
van Kessel, K., Babbage, D. R., Kersten, P., Drown, J., Sezier, A., Thomas, P., & Thomas, S. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100371 · Cited by 25 · see citing works
“Mohr et al. (2018), and Wilson et al. (2018) suggest we need to consider more agile and efficient approaches to mHealth development and evaluation lifecycles.”
BackgroundScott, J. L., Hockey, S. J., Ospina‐Pinillos, L., Doraiswamy, P. M., Álvarez‐Jiménez, M., & Hickie, I. B. (2021) · Acta Psychiatrica Scandinavica · doi:10.1111/acps.13390 · Cited by 30 · see citing works
Cross, S. P. M., Nicholas, J., Mangelsdorf, S. N., Valentine, L., Baker, S. T. E., McGorry, P. D., Gleeson, J., & Álvarez‐Jiménez, M. (2023) · JMIR Formative Research · doi:10.2196/49846 · Cited by 24 · see citing works
“Additionally, there has been a historical, global failure to integrate digital interventions into real-world mental health services [19].”
BackgroundUse of Technology in the Assessment and Treatment of Eating Disorders in Youth
Sadeh‐Sharvit, S. (2019) · Child and Adolescent Psychiatric Clinics of North America · doi:10.1016/j.chc.2019.05.011 · Cited by 24 · see citing works
Moderated Online Social Therapy for Young People With Active Suicidal Ideation: Qualitative Study
Bailey, E., Robinson, J., Álvarez‐Jiménez, M., Nedeljkovic, M., Valentine, L., Bendall, S., D’Alfonso, S., Gilbertson, T., McKechnie, B., & Rice, S. (2021) · Journal of Medical Internet Research · doi:10.2196/24260 · Cited by 23 · see citing works
“In addition, although the integration of digital interventions with existing mental health services may have several benefits, including improved treatment engagement and outcomes [20,21], to date there have been limited efforts to integrate web-based and face-to-face treatments for young people with suicidal thoughts…”
BackgroundDigital Technology to Enhance Clinical Care of Early Psychosis
Bell, I. H., & Álvarez‐Jiménez, M. (2019) · Current Treatment Options in Psychiatry · doi:10.1007/s40501-019-00182-y · Cited by 23 · see citing works
Beahm, J. D., McCall, H. C., Carleton, R. N., Titov, N., Dear, B., & Hadjistavropoulos, H. D. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100481 · Cited by 23 · see citing works
Xie, E. B., Jung, J. W., Kaur, J., Benzies, K., Tomfohr‐Madsen, L. M., & Keys, E. (2023) · Journal of Medical Internet Research · doi:10.2196/43219 · Cited by 23 · see citing works
“Extending eHealth to intervention delivery (referred to as digital interventions hereafter) helps address some of the common barriers associated with engaging with traditional health care services, such as accessibility, costs, availability, and time [1,27,28].”
Lyngs, U., Lukoff, K., Slovák, P., Inzlicht, M., Freed, M., Andrews, H., Tinsman, C., Csuka, L., Alberts, L., de Mello, V. O., et al. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642946 · Cited by 22 · see citing works
“…evidence on the potential of specific interventions [49], but the practical challenge of how to scaffold a process by which people can browse multiple DSCTs and apply the options most relevant to their personal goals across their device ecosystem, has so far received limited attention [55, 80].”
BackgroundInfluentialEngdahl, P., Svedberg, P., Lexén, A., & Bejerholm, U. (2020) · JMIR Formative Research · doi:10.2196/15625 · Cited by 22 · see citing works
“Service user empowerment is emerging as a focal point in mental health research and reforms, but the understanding of how to implement such a paradigm shift is still underdeveloped [74]. mWorks may have a role to play in such a paradigm shift.”
Scholl, J., Kohls, E., Görges, F., Steinbrecher, M., Baldofski, S., Moessner, M., & Rummel-Kluge, C. (2021) · JMIR Formative Research · doi:10.2196/27865 · Cited by 22 · see citing works
“E-mental health and web-based interventions, as in, the provision of psychosocial or psychotherapeutic support through information and communication technologies, have emerged as an important area in psychotherapy service and research over the past decade [1-3].”
BackgroundInfluencing factors associated with mental workload among nurses: A latent profile analysis
Jin, M., Qian, R., Wang, J., Long, J., Yuan, Z., Zeng, L., Liao, D., Liu, X., Tang, S., & Huang, S. (2024) · International Journal of Nursing Sciences · doi:10.1016/j.ijnss.2024.04.002 · Cited by 20 · see citing works
“…who adopt negative coping strategies tend to focus more on the negative aspects of events, negate the sense of achievement from work and self-worth, and increase MWL. Mohr et al. [51] also showed that groups with higher MWL were more inclined to yield and avoid when faced with work pressure.”
BackgroundGraham, A. K., Neubert, S. W., Chang, A., Liu, J., Fu, E., Green, E. A., Kornfield, R., & Nicholas, J. (2021) · Frontiers in Digital Health · doi:10.3389/fdgth.2021.651749 · Cited by 21 · see citing works
“Too often, digital health interventions have been designed based on what clinicians think intervention consumers need without sufficiently accounting for what they want (8, 9).”
BackgroundHao, X., Dai, Y., Jia, S., Liu, S., Zhao, C., & Liu, X. (2025) · BMC Nursing · doi:10.1186/s12912-025-02976-3 · Cited by 19 · see citing works
“Groups with higher mental workload are more likely to show avoidance or surren-der when facing work pressures [39].”
McAlister, K. L., Baez, L. M., Huberty, J., & Kerppola, M. (2025) · JMIR Formative Research · doi:10.2196/72469 · Cited by 31 · see citing works
“First, Moment for Parents was developed using HCD, which is thought to enhance engagement with digital mental health interventions [40].”
Garety, P. A., Ward, T., Emsley, R., Greenwood, K., Freeman, D. H., Fowler, D. G., Kuipers, E., Bebbington, P., Dunn, G., & Hardy, A. (2021) · Efficacy and Mechanism Evaluation · doi:10.3310/eme08110 · Cited by 18 · see citing works
Digital and remote behavioral therapies for treating tic disorders: Recent advances and next steps
Khan, K., Hollis, C. P., Murphy, T. L., & Hall, C. L. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.928487 · Cited by 20 · see citing works
“Optimizing user experience, which is defined as the extent to which an intervention is perceived by a person as useful, enjoyable and user friendly, has great potential to address barriers to successful future implementation (39).”
BackgroundStalujanis, E., Neufeld, J., Stalder, M. G., Belardi, A., Tegethoff, M., & Meinlschmidt, G. (2020) · JMIR mhealth and uhealth · doi:10.2196/20329 · Cited by 19 · see citing works
“In addition, it is well known that, after initial involvement, users of digital mental health interventions tend to put those away [50].”
Simon, N. A., Ploszajski, M., Lewis, C., Smallman, K., Roberts, N. P., Kitchiner, N., Brookes‐Howell, L., & Bisson, J. I. (2021) · Psychology and Psychotherapy Theory Research and Practice · doi:10.1111/papt.12341 · Cited by 19 · see citing works
“…use of Internet-based therapies for stress, anxiety, and depression in England found inconsistency in their use and their recommendation across the country (Bennion, Hardy, Moore, & Millings, 2017), and LI treatment adoption in clinical practice remains limited (Mohr, Riper, & Schueller, 2017).”
BackgroundClough, B. A., Rowland, D. P., & Casey, L. M. (2019) · Internet Interventions · doi:10.1016/j.invent.2019.100288 · Cited by 20 · see citing works
“Despite the efficacy and advantages of e-interventions, substantial barriers exist that often limit MHPs' referral, implementation and dissemination of e-interventions (Carper et al., 2013; Mohr et al., 2017; Mohr et al., 2015; Reynolds et al., 2015).”
BackgroundLuther, L., Buck, B., Fischer, M. W., Johnson-Kwochka, A. V., Coffin, G., & Salyers, M. P. (2020) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-020-00162-7 · Cited by 18 · see citing works
“Few studies have taken a solution-focused approach to understanding and addressing the practical barriers to mHealth implementation (Mohr et al. 2018), including understanding the availability of digital technologies and services and addressing clinician attitudes.”
BackgroundIJzerman, R. V. H., van der Vaart, R., & Evers, A. W. M. (2019) · Journal of Medical Internet Research · doi:10.2196/13432 · Cited by 17 · see citing works
“However, implementation of iCBT in clinical practice remains a challenge [23,24], and different health care settings show different usages of iCBT.”
Békés, V., Bőthe, B., & Doorn, K. A. (2025) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.70085 · Cited by 16 · see citing works
Bechtel, J. M., LePoire, E., Bauer, A. M., Bowen, D. J., & Fortney, J. C. (2020) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2020.10.004 · Cited by 16 · see citing works
Videokonsultationen durch Psychotherapeuten in Zeiten der COVID-19-Pandemie
Haun, M. W., Hoffmann, M., Tönnies, J., Dinger, U., Hartmann, M., & Friederich, H.-C. (2020) · Psychotherapeut · doi:10.1007/s00278-020-00438-6 · Cited by 14 · see citing works
Buck, B., Kopelovich, S. L., Tauscher, J. S., Chwastiak, L., & Ben‐Zeev, D. (2022) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-022-00270-6 · Cited by 15 · see citing works
“Digital health interventions pre-sent a promising means of addressing population mental health needs (Arevian et al., 2020; Friis-Healy et al., 2021; Rauschenberg et al., 2021); however, several barriers prevent this promise from being actualized in real-world settings (Mohr et al., 2018).”
BackgroundWilliams, A. J., Freed, M., Theofanopoulou, N., Roquet, C. D., Klasnja, P., Gross, J. J., Schleider, J. L., & Slovák, P. (2023) · JMIR Mental Health · doi:10.2196/46826 · Cited by 19 · see citing works
“This supports emerging arguments about the benefits of interventions that draw on extensive user-centered design approaches and focus on addressing the day-to-day needs of target populations [18,57,58].”
BackgroundTrusting the bot: Addressing the ethical challenges of consumer digital mental health therapy
Martinez‐Martin, N. (2020) · Developments in neuroethics and bioethics · doi:10.1016/bs.dnb.2020.03.003 · Cited by 14 · see citing works
Preliminary effects of a digital mental health intervention for depression and anxiety
van Orden, M. L., Kraaijeveld, J. C., Spijker, A. T., Silven, A. V., Bonten, T. N., Chavannes, N. H., & van Dijke, A. (2022) · Clinical eHealth · doi:10.1016/j.ceh.2022.06.002 · Cited by 13 · see citing works
O’Sullivan, S., McEnery, C., Cagliarini, D., Hinton, J. D. X., Valentine, L., Nicholas, J., Chen, N. A., Castagnini, E., Lester, J., Kanellopoulos, E., et al. (2024) · JMIR Mental Health · doi:10.2196/49217 · Cited by 13 · see citing works
“However, despite young people’s preferences and calls for the integration of face-to-face and web-based services [16,41], current mental health services rarely provide this type of integrated web-based support [42].”
BackgroundWells, K. B., Thames, A. D., Young, A. S., Zhang, L., Heilemann, M. V., Romero, D. F., Oliva, A., Jones, F., Tang, L., Brymer, M. J., et al. (2022) · JMIR Formative Research · doi:10.2196/42031 · Cited by 13 · see citing works
“Commentaries emphasize “solution-focused” approaches to digital mental health, with attention to user experience and an intervention target of engagement (usefulness, usability, satisfaction, use, contacts with others), consistent with community-engaged approaches [19-21].”
Background
- Authors
- Mohr, D. C., Riper, H., & Schueller, S. M.
- Affiliations
- Northwestern University (US)
- Vrije Universiteit Amsterdam (NL)
- Venue
- JAMA Psychiatry
- Publisher
- American Medical Association (AMA)
- Published
- 2018-02-01
- Volume
- 75
- Issue
- 2
- Pages
- 113
- ISSN
- 2168-622X (ISSN-L)
- OpenAlex
- W2772874515
- Cited by
- 204
- References
- 7
- Citations by year
- 2026: 21 · 2025: 28 · 2024: 27 · 2023: 19 · 2022: 26 · 2021: 29 · 2020: 25 · 2019: 20 · 2018: 9
- FWCI
- 16.89
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- JAMA Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- Pure Amsterdam UMC (submittedVersion, other-oa)
- Amsterdam UMC (VU Amsterdam) - Institutional Repository (submittedVersion)
- VU Research Portal (submittedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Telemedicine and Telehealth Implementation
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- digital mental health, implementation, digital health interventions, mental health technology
- MeSH terms
- Mental Disorders, Computers, Forecasting, Health Plan Implementation, Humans, Mental Health Services, Motivation, Patient Acceptance of Health Care, Therapy, Computer-Assisted, Randomized Controlled Trials as Topic, Treatment Outcome, Biomedical Research, Mobile Applications
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