Integrating human support into behavioral intervention technologies: The efficiency model of support.
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Recent evidence suggests that the nature of support is an important element in improving outcomes.
“Recent evidence suggests that the nature of that support is an important element in improving outcomes.”
From Feasibility and Acceptability of the Aboriginal and Islander Mental Health Initiative for Youth App: Nonrandomized Pilot With First Nations Young People (2023) · cites this paper as [8]
A focus on both increasing engagement and furthering knowledge and implementation of the skills learned in the dMH intervention is needed.
“A focus on both increasing engagement and furthering knowledge and implementation of the skills learned in the dMH intervention is needed [8].”
From Feasibility and Acceptability of the Aboriginal and Islander Mental Health Initiative for Youth App: Nonrandomized Pilot With First Nations Young People (2023) · cites this paper as [8]
Support that targets engagement alone is not sufficient to improve clinical outcomes beyond those of unsupported interventions.
“Support that targets engagement alone is not sufficient to improve clinical outcomes beyond those of unsupported interventions [8].”
From Feasibility and Acceptability of the Aboriginal and Islander Mental Health Initiative for Youth App: Nonrandomized Pilot With First Nations Young People (2023) · cites this paper as [8]
Support that addresses the reasons people might fail to benefit from dMH interventions, such as deficiencies in usability, engagement, fit, knowledge, or implementation, is likely to be more effective.
“On the other hand, support that addresses the reasons people might fail to benefit from dMH interventions, such as deficiencies in usability, engagement, fit, knowledge, or implementation, is likely to be more effective.”
From Feasibility and Acceptability of the Aboriginal and Islander Mental Health Initiative for Youth App: Nonrandomized Pilot With First Nations Young People (2023) · cites this paper as [8]
Short text-based reminders may be suitable for in-the-moment interventions and may be useful to address barriers to forgetting to use an intervention.
“Short text-based reminders may be suitable for in-the-moment interventions [251] and may be useful to address barriers to forgetting to use an intervention.”
From Barriers to and facilitators of user engagement with digital mental health interventions: Systematic review (2021) · cites this paper as [251]
Some themes identified in this review overlap with previous models conceptualizing engagement with digital health interventions and general technology acceptance and health behavior.
“Some of the themes identified in this review overlap with previous models conceptualizing engagement with digital health interventions, as well as general technology acceptance and health behavior, such as the Efficiency Model of Support [251], Technology Acceptance Model [253], and Health Belief Model [249].”
From Barriers to and facilitators of user engagement with digital mental health interventions: Systematic review (2021) · cites this paper as [251]
The Efficiency Model of Support states that human support increases engagement in the context of the use of digital health interventions when it addresses one of five failure points: usability, implementation, fit, engagement, and knowledge.
“For instance, the Efficiency Model of Support [251] states that human support increases engagement in the context of the use of digital health interventions when it addresses 1 of 5 failure points: usability, implementation, fit, engagement, and knowledge.”
From Barriers to and facilitators of user engagement with digital mental health interventions: Systematic review (2021) · cites this paper as [251]
The implementation failure point in the Efficiency Model pertained to whether the user can apply knowledge gained from an intervention in their lives.
“The implementation failure point in the efficiency model pertained to whether the user can apply knowledge gained from an intervention in their lives.”
From Barriers to and facilitators of user engagement with digital mental health interventions: Systematic review (2021) · cites this paper as [251]
The content and model of support vary, and this may be an additional factor that impacts effectiveness and engagement.
“Similarly, the content and model of support vary, and this may be an additional factor that impacts effectiveness and engagement [62].”
From The therapeutic alliance in digital mental health interventions for serious mental illnesses: narrative review (2020) · cites this paper as [62]
Provider visibility into technology usage is useful for supporting patient engagement.
“It is also useful for providers to be able to see usage of the technology so that patient engagement is supported (35, 65).”
From Banbury forum consensus statement on the path forward for digital mental health treatment (2021) · cites this paper as [35]
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Prasad, N., Chien, I., Regan, T. W., Enrique, Á., Palacios, J. E., Keegan, D., Munir, U., Tanno, R., Richardson, H., Nori, A., et al. (2023) · PLoS ONE · doi:10.1371/journal.pone.0272685 · Cited by 19 · see citing works
Eberle, J. W., Daniel, K. E., Baee, S., Silverman, A. L., Lewis, E., Baglione, A. N., Werntz, A. J., French, N. J., Ji, J. L., Hohensee, N., et al. (2024) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000896 · Cited by 20 · see citing works
Strauss, C., Dunkeld, C., & Cavanagh, K. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100413 · Cited by 19 · see citing works
Jesuthasan, J., Low, M., & Ong, T. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.846375 · Cited by 16 · see citing works
Chaudry, B., Dasgupta, D., & Chawla, N. V. (2022) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3546743 · Cited by 18 · see citing works
User experience predicts the effectiveness of a gamified recovery app
Smyth, A., Syrek, C. J., Reins, J. A., Domin, M., Janneck, M., & Lehr, D. (2018) · Prävention und Gesundheitsförderung · doi:10.1007/s11553-018-0664-z · Cited by 18 · see citing works
Baumel, A., Brandes, O., Brendryen, H., Muench, F. J., Kane, J. M., & Saar, C. R. (2023) · Internet Interventions · doi:10.1016/j.invent.2023.100680 · Cited by 17 · see citing works
Chow, P. I., Showalter, S. L., Gerber, M. S., Kennedy, E. M., Brenin, D. R., Schroen, A. T., Mohr, D. C., Lattie, E. G., & Cohn, W. F. (2018) · JMIR Research Protocols · doi:10.2196/11452 · Cited by 16 · see citing works
Self-citationShaping Blended Care: Adapting an Instrument to Support Therapists in Using eMental Health
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Meyerhoff, J., Haldar, S., & Mohr, D. C. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100399 · Cited by 14 · see citing works
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A Randomized Clinical Trial of Clinician-Supported PTSD Coach in VA Primary Care Patients
Possemato, K., Johnson, E., Barrie, K. A., Ghaus, S. J., Noronha, D. O., Wade, M. J., Greenbaum, M. A., Rosen, C. S., Cloître, M., Owen, J. E., et al. (2023) · Journal of General Internal Medicine · doi:10.1007/s11606-023-08130-6 · Cited by 15 · see citing works
- Authors
- Schueller, S. M., Tomasino, K. N., & Mohr, D. C.
- Venue
- Clinical Psychology: Science and Practice
- Published
- 2017-03
- Volume
- 24
- Issue
- 1
- Pages
- 27-45
- ISSN
- 0969-5893 (ISSN-L)
- 1468-2850
- OpenAlex
- W4240249117
- Cited by
- 70
- References
- 0
- Citations by year
- 2026: 7 · 2025: 12 · 2024: 10 · 2023: 7 · 2022: 14 · 2021: 10 · 2020: 3 · 2019: 3 · 2018: 3 · 2016: 1
- FWCI
- 2.82
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Clinical Psychology Science and Practice (publishedVersion)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Social Psychology › Social Robot Interaction and HRI
- Physical Sciences › Computer Science › Human-Computer Interaction › Innovative Human-Technology Interaction
- Keywords
- human support, human-technology interaction, technology-based interventions
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.
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