Does app-based unguided self-management improve mental health literacy, patient empowerment and access to care for people with mental health impairments? Study protocol for a randomised controlled trial
Open accessAbstract
Introduction: Mental disorders pose a huge burden to both individuals and health systems. Symptoms and syndromes often remain undetected and untreated, resulting in comorbidity and chronification. Besides limited resources in healthcare systems, the treatment-gap is—to a large extent—caused by within-person barriers impeding early treatment seeking. These barriers include a lack of trust in professionals, fear of stigmatisation, or the desire to cope with problems without professional help. While unguided self-management interventions are not designed to replace psychotherapy, they may support early symptom assessment and recognition by reducing within-person barriers. Digital self-management solutions may also reduce inequalities in access to care due to external factors such as regional unavailability of services. Methods and analysis: Approximately 1100 patients suffering from mild to moderate depressive, anxiety, sleep, eating or somatisation-related mental disorders will be randomised to receive either a low-threshold unguided digital self-management tool in the form of a transdiagnostic mental health app or care as usual. The primary outcomes will be mental health literacy, patient empowerment and access to care while secondary outcomes will be symptom distress and quality of life. Additional moderator and predictor variables are negative life events, personality functioning, client satisfaction, mental healthcare service use and application of self-management strategies. Data will be collected at baseline as well as 8 weeks and 6 months after randomisation. Data will be analysed using multiple imputation and analysis of covariance employing the intention-to-treat principle, while sensitivity analyses will be based on different multiple imputation parameters and a per-protocol analysis. Ethics and dissemination: Approval was obtained from the Ethics Committee of the Faculty of Educational Science and Psychology at the Freie Universität Berlin. The results will be submitted to peer-reviewed specialised journals and presented at national and international conferences. Trial registeration: The trial has been registered in the DRKS trial register (DRKS00022531);Pre-results.
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For MindDoc, an RCT recruiting over 1,000 participants at Freie Universität Berlin found improvements in attitudes toward mental health, self-care behaviors, healthcare utilization, and quality of life when using the app, with effect sizes between d=0.17 (OR=1.36) and d=0.37 (OR=1.96).
“For MindDoc, an RCT recruiting over 1,000 participants at Freie Universität Berlin found improvements in attitudes toward mental health, self-care behaviors, healthcare utilization, and quality of life when using the app, with effect sizes between d=0.17 (odds ratio [OR]=1.36) and d=0.37 (OR=1.96) (Table 3) [19].”
From A Review of Current Digital Mental Health Care Applications for Anxiety Symptoms and Future Prospects (2024) · cites this paper as [19]
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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
Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz
(2013) · Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz · doi:10.1007/103.1437-1588 · Cited by 11,769 · see citing works
The social readjustment rating scale
Holmes, T. H., & Rahe, R. H. (1967) · Journal of Psychosomatic Research · doi:10.1016/0022-3999(67)90010-4 · Cited by 11,174 · see citing works
Anxiety disorders in primary care: prevalence, impairment, comorbidity, and detection
Kroenke, K., Spitzer, R. L., Williams, J. B. W., Monahan, P. O., & Löwe, B. (2007) · Annals of Internal Medicine · doi:10.7326/0003-4819-146-5-200703060-00004 · Cited by 4,741 · see citing works
The PHQ-15: Validity of a New Measure for Evaluating the Severity of Somatic Symptoms
Kroenke, K., Spitzer, R. L., & Williams, J. B. W. (2002) · Psychosomatic Medicine · doi:10.1097/00006842-200203000-00008 · Cited by 3,305 · see citing works
Gulliver, A., Griffiths, K. M., & Christensen, H. (2010) · BMC Psychiatry · doi:10.1186/1471-244x-10-113 · Cited by 3,292 · see citing works
Clement, S., Schauman, O., Graham, T., Maggioni, F., Evans-Lacko, S., Bezborodovs, N., Morgan, C., Rüsch, N., Brown, J. S. L., & Thornicroft, G. (2015) · Psychological Medicine · doi:10.1017/s0033291714000129 · Cited by 3,152 · see citing works
The Epidemiology of Depression Across Cultures
Kessler, R. C., & Bromet, E. J. (2013) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-031912-114409 · Cited by 2,657 · see citing works
Brown, T. A., Campbell, L. A., Lehman, C. L., Grisham, J. R., & Mancill, R. B. (2001) · Journal of Abnormal Psychology · doi:10.1037//0021-843x.110.4.585 · Cited by 1,562 · see citing works
Barriers to mental health treatment: results from the WHO World Mental Health surveys
Andrade, L. H., Alonso, J., Mneimneh, Z., Wells, J. E., Al-Hamzawi, A., Borges, G., Bromet, E., Bruffaerts, R., de Girolamo, G., de Graaf, R., et al. (2014) · Psychological Medicine · doi:10.1017/s0033291713001943 · Cited by 1,289 · see citing works
Barriers to mental health treatment: results from the National Comorbidity Survey Replication
Mojtabai, R., Olfson, M., Sampson, N. A., Jin, R., Druss, B., Wang, P. S., Wells, K. B., Pincus, H. A., & Kessler, R. C. (2011) · Psychological Medicine · doi:10.1017/s0033291710002291 · Cited by 951 · see citing works
Linardon, J., Cuijpers, P., Carlbring, P., Messer, M., & Fuller‐Tyszkiewicz, M. (2019) · World Psychiatry · doi:10.1002/wps.20673 · Cited by 886 · see citing works
Barlow, D. H., Farchione, T. J., Bullis, J. R., Gallagher, M. W., Murray-Latin, H., Sauer-Zavala, S., Bentley, K. H., Thompson-Hollands, J., Conklin, L. R., Boswell, J. F., et al. (2017) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2017.2164 · Cited by 853 · see citing works
The Nature, Diagnosis, and Treatment of Neuroticism: Back to the Future
Barlow, D. H., Sauer-Zavala, S., Carl, J. R., Bullis, J. R., & Ellard, K. K. (2014) · Clinical Psychological Science · doi:10.1177/2167702613505532 · Cited by 850 · see citing works
Griffiths, K. M., Christensen, H., Jorm, A. F., Evans, K., & Groves, C. (2004) · British Journal of Psychiatry · doi:10.1192/bjp.185.4.342 · Cited by 789 · see citing works
Jacobi, F., Höfler, M., Strehle, J., Mack, S., Gerschler, A., Scholl, L., Busch, M. A., Maske, U., Hapke, U., Gaebel, W., et al. (2014) · Der Nervenarzt · doi:10.1007/s00115-013-3961-y · Cited by 750 · see citing works
Haslam, N., Holland, E., & Kuppens, P. (2012) · Psychological Medicine · doi:10.1017/s0033291711001966 · Cited by 611 · see citing works
Linardon, J., & Fuller-Tyszkiewicz, M. (2020) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000459 · Cited by 573 · see citing works
Development of lifetime comorbidity in the World Health Organization world mental health surveys
Kessler, R. C., Ormel, J., Petukhova, M., McLaughlin, K. A., Green, J. G., Russo, L. J., Stein, D. J., Zaslavsky, A. M., Aguilar-Gaxiola, S., Alonso, J., et al. (2011) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2010.180 · Cited by 508 · see citing works
Richardson, J., Iezzi, A., Khan, M. A., & Maxwell, A. (2014) · The Patient - Patient-Centered Outcomes Research · doi:10.1007/s40271-013-0036-x · Cited by 504 · see citing works
Progress in achieving quantitative classification of psychopathology
Krueger, R. F., Kotov, R., Watson, D., Forbes, M. K., Eaton, N. R., Ruggero, C. J., Simms, L. J., Widiger, T. A., Achenbach, T. M., Bach, B., et al. (2018) · World Psychiatry · doi:10.1002/wps.20566 · Cited by 490 · see citing works
Chisholm, D., Knapp, M. R. J., Knudsen, H. C., Amaddeo, F., Gaite, L., van Wijngaarden, B., & EPSILON Study Group (2000) · British Journal of Psychiatry · doi:10.1192/bjp.177.39.s28 · Cited by 480 · see citing works
Jacobi, F., Höfler, M., Strehle, J., Mack, S., Gerschler, A., Scholl, L., Busch, M. A., Maske, U., Hapke, U., Gäebel, W., et al. (2015) · Der Nervenarzt · doi:10.1007/s00115-015-4458-7 · Cited by 457 · see citing works
Murray, L. K., Dorsey, S., Haroz, E. E., Lee, C., Alsiary, M. M., Haydary, A., Weiss, W. M., & Bolton, P. A. (2013) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2013.06.005 · Cited by 404 · see citing works
Mackenzie, C. S., Knox, V. J., Gekoski, W. L., & Macaulay, H. L. (2004) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.2004.tb01984.x · Cited by 368 · see citing works
Stigma and its impact on help-seeking for mental disorders: what do we know?
Schomerus, G., & Angermeyer, M. C. (2008) · Epidemiologia e Psichiatria Sociale · doi:10.1017/s1121189x00002669 · Cited by 340 · see citing works
Zimmermann, J., Kerber, A., Rek, K., Hopwood, C. J., & Krueger, R. F. (2019) · Current Psychiatry Reports · doi:10.1007/s11920-019-1079-z · Cited by 327 · see citing works
Self-citationA paradigm shift in psychiatric classification: the Hierarchical Taxonomy Of Psychopathology (HiTOP)
Kotov, R., Krueger, R. F., & Watson, D. (2018) · World Psychiatry · doi:10.1002/wps.20478 · Cited by 317 · see citing works
Clark, D. M., Canvin, L., Green, J., Layard, R., Pilling, S., & Janecka, M. (2017) · The Lancet · doi:10.1016/s0140-6736(17)32133-5 · Cited by 294 · see citing works
Schalet, B. D., Cook, K. F., Choi, S. W., & Cella, D. F. (2013) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2013.11.006 · Cited by 260 · see citing works
Reliability and Validity of Assessing User Satisfaction With Web-Based Health Interventions
Boß, L., Lehr, D., Reis, D., Vis, C., Riper, H., Berking, M., & Ebert, D. D. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5952 · Cited by 251 · see citing works
Efficacy of internet therapy for panic disorder
Klein, B., Richards, J. C., & Austin, D. W. (2006) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2005.07.001 · Cited by 236 · see citing works
The structure and predictive validity of the internalizing disorders.
Eaton, N. R., Krueger, R. F., Markon, K. E., Keyes, K. M., Skodol, A. E., Wall, M., Hasin, D. S., & Grant, B. F. (2013) · Journal of Abnormal Psychology · doi:10.1037/a0029598 · Cited by 225 · see citing works
Bach, B., Kerber, A., Aluja, A., Bastiaens, T., Keeley, J. W., Claes, L., Fossati, A., Gutierrez, F., Oliveira, S. E. S., Pires, R., et al. (2020) · Psychopathology · doi:10.1159/000507589 · Cited by 204 · see citing works
Self-citationHäufigkeit und Verteilung von Schlafproblemen und Insomnie in der deutschen Erwachsenenbevölkerung
Schlack, R., Hapke, U., Maske, U., Busch, M. A., & Cohrs, S. (2013) · Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz · doi:10.1007/s00103-013-1689-2 · Cited by 200 · see citing works
Musiat, P., & Tarrier, N. (2014) · Psychological Medicine · doi:10.1017/s0033291714000245 · Cited by 188 · see citing works
Taylor-Rodgers, E., & Batterham, P. J. (2014) · Journal of Affective Disorders · doi:10.1016/j.jad.2014.06.047 · Cited by 165 · see citing works
Depression: the benefits of early and appropriate treatment.
Halfin, A. (2007) · PubMed · Cited by 160 · see citing works
Kerber, A., Schultze, M., Müller, S., Rühling, R. M., Wright, A. G. C., Spitzer, C., Krueger, R. F., Knaevelsrud, C., & Zimmermann, J. (2020) · Assessment · doi:10.1177/1073191120971848 · Cited by 147 · see citing works
Self-citationDias, P., Campos, L., Almeida, H., & Palha, F. (2018) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph15071318 · Cited by 137 · see citing works
Ehrenthal, J. C., Dinger, U., Schauenburg, H., Horsch, L., Dahlbender, R. W., & Gierk, B. (2015) · Zeitschrift für psychosomatische Medizin und Psychotherapie · doi:10.13109/zptm.2015.61.3.262 · Cited by 136 · see citing works
Waszczuk, M. A., Eaton, N. R., Krueger, R. F., Shackman, A. J., Waldman, I. D., Zald, D. H., Lahey, B. B., Patrick, C. J., Conway, C., Ormel, J., et al. (2019) · Journal of Abnormal Psychology · doi:10.1037/abn0000486 · Cited by 120 · see citing works
Patient Choice and Patient Empowerment in Northern European Health Systems: A Conceptual Framework
Saltman, R. B. (1994) · International Journal of Health Services · doi:10.2190/8wmp-rr2k-abm7-nvnh · Cited by 110 · see citing works
Crönlein, T., Langguth, B., Popp, R., Lukesch, H., Pieh, C., Hajak, G., & Geisler, P. (2013) · Health and Quality of Life Outcomes · doi:10.1186/1477-7525-11-65 · Cited by 109 · see citing works
Self-help strategies that are helpful for sub-threshold depression: A Delphi consensus study
Morgan, A. J., & Jorm, A. F. (2008) · Journal of Affective Disorders · doi:10.1016/j.jad.2008.08.004 · Cited by 91 · see citing works
Depression self-management support: A systematic review
Houle, J., Depatie, M. G., Bélanger-Dumontier, G., & Cardinal, C. (2013) · Patient Education and Counseling · doi:10.1016/j.pec.2013.01.012 · Cited by 86 · see citing works
Christensen, H., Leach, L. S., Barney, L., Mackinnon, A. J., & Griffiths, K. M. (2006) · BMC Psychiatry · doi:10.1186/1471-244x-6-13 · Cited by 85 · see citing works
Frequency and distribution of sleep problems and insomnia in the adult population in Germany
Schlack, R., Hapke, U., Maske, U., Busch, M. A., & Cohrs, S. (2013) · Publication server of the Robert Koch Institute (Robert Kock Institute) · doi:10.25646/1464 · Cited by 81 · see citing works
The effects of psychotherapy for depression on anxiety symptoms: a meta-analysis
Weitz, E., Kleiboer, A., van Straten, A., & Cuijpers, P. (2018) · Psychological Medicine · doi:10.1017/s0033291717003622 · Cited by 77 · see citing works
Reducing Mental Health Stigma : The Relationship between Knowledge and Attitude Change
Simmons, L. K., Jones, T., & Bradley, E. (2017) · European Journal of Mental Health · doi:10.5708/ejmh.12.2017.1.2 · Cited by 69 · see citing works
Patients' perspective on self‐management in the recovery from depression
van Grieken, R. A., Kirkenier, A. C. E., Koeter, M. W. J., Nabitz, U. W., & Schene, A. H. (2013) · Health Expectations · doi:10.1111/hex.12112 · Cited by 63 · see citing works
Self-Management Strategies in Recovery From Mood and Anxiety Disorders
Villaggi, B., Provencher, H. L., Coulombe, S., Meunier, S., Radziszewski, S., Hudon, C., Roberge, P., Provencher, M. D., & Houle, J. (2015) · Global Qualitative Nursing Research · doi:10.1177/2333393615606092 · Cited by 58 · see citing works
Farrer, L., Christensen, H., Griffiths, K. M., & Mackinnon, A. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.1859 · Cited by 56 · see citing works
Levin, M. E., Krafft, J., & Levin, C. (2018) · Journal of American College Health · doi:10.1080/07448481.2018.1440580 · Cited by 56 · see citing works
Patient Engagement Programs for Recognition and Initial Treatment of Depression in Primary Care
Kravitz, R. L. (2013) · JAMA · doi:10.1001/jama.2013.280038 · Cited by 47 · see citing works
Burchert, S., Kerber, A., Zimmermann, J., & Knaevelsrud, C. (2021) · PLoS ONE · doi:10.1371/journal.pone.0244955 · Cited by 38 · see citing works
Self-citationJohnson, J. A., Devdutt, J., Mehrotra, S., Bhola, P., Sudhir, P., & Sharma, A. (2020) · Cureus · doi:10.7759/cureus.7128 · Cited by 16 · see citing works
Eichenberg, C. (2011) · Psychotherapeut · doi:10.1007/s00278-011-0865-9 · Cited by 7 · see citing works
Marks, M. E., & Bowers, C. A. (2014) · Advances in information quality and management · doi:10.4018/978-1-4666-5888-2.ch634 · Cited by 7 · see citing works
Internet-Based Mental Health Interventions
Blasko, K. A., Ciulla, R., Cavanagh, R., Kinn, J. T., Armstrong, C. M., Micheel, L., & Hoyt, T. (2020) · Routledge eBooks · doi:10.4324/9780429020537-3 · Cited by 3 · see citing works
Regelungslücke psychische Belastungen schließen
Kamp, L. 1., & Pickshaus, K. 1. (2011) · Cited by 1 · see citing works
Flagged first, then by citations
2 of the 63 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [58]Hobson CJ, Kamen J, Szostek J, et al. Stressful life events: a revision and update of the social readjustment rating scale. Int J Stress Manag 1998; 5: 1– 23. 10.1023/A:1022978019315 · DOI
Cited by
Sorted by citations
Kerber, A., Ehrenthal, J. C., Zimmermann, J., Remmers, C., Nolte, T., Wendt, L. P., Heim, P., Müller, S., Beintner, I., & Knaevelsrud, C. (2024) · Translational Psychiatry · doi:10.1038/s41398-024-03046-z · Cited by 35 · see citing works
Self-citationKerber, A., Beintner, I., Burchert, S., & Knaevelsrud, C. (2023) · JMIR Mental Health · doi:10.2196/45068 · Cited by 32 · see citing works
Self-citationWhy Don’t Young People Seek Help for Mental Illness? A Cross-Sectional Study in Greece
Koutra, K., Pantelaiou, V., & Mavroeides, G. (2023) · Youth · doi:10.3390/youth3010011 · Cited by 17 · see citing works
Kwon, H., Choi, I. Y., Kim, D.-J., & Yoo, J. H. (2024) · Psychiatry Investigation · doi:10.30773/pi.2023.0339 · Cited by 13 · see citing works
Beintner, I., Kerber, A., Dominke, C., & Voderholzer, U. (2023) · JMIR Research Protocols · doi:10.2196/46651 · Cited by 3 · see citing works
Self-citationDurán, L., Almeida, A. M., Figueiredo‐Braga, M., & Lopes, A. C. (2023) · Iberian Conference on Information Systems and Technologies (CISTI) · doi:10.23919/cisti58278.2023.10211892 · Cited by 2 · see citing works
Turan, N., & Şendağ, M. A. (2025) · Scandinavian Journal of Caring Sciences · doi:10.1111/scs.70045
- Authors
- Kerber, A., Beintner, I., Burchert, S., & Knaevelsrud, C.
- Affiliations
- Freie Universität Berlin (DE)
- MindDoc Health GmbH, Munich, Germany
- Corresponding author
- Kerber, André
- Venue
- BMJ Open
- Publisher
- BMJ
- Published
- 2021-07
- Volume
- 11
- Issue
- 7
- Pages
- e049688
- ISSN
- 2044-6055 (ISSN-L)
- PMC
- PMC8286775
- OpenAlex
- W3178311545
- Cited by
- 7
- References
- 63
- Citations by year
- 2025: 1 · 2024: 2 · 2023: 4
- FWCI
- 1.33
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- BMJ Open (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Refubium (Universitätsbibliothek der Freien Universität Berlin) (submittedVersion, cc-by-nc)
- Universitätsbibliothek der FU Berlin Hochschulschriftenstelle u. Dokumentenserver
- Funders
- MindDoc Health GmbH (See manuscript)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- mental health apps, mental health literacy, patient empowerment, health care access, treatment gap, transdiagnostic treatment, depressive disorders, anxiety disorders, sleep disorders, eating disorders, somatization, digital mental health interventions, quality of life, symptom distress, barriers to care
- MeSH terms
- Self-Management, Berlin, Health Services Accessibility, Humans, Mental Health, Patient Participation, Quality of Life, Randomized Controlled Trials as Topic, Health Literacy, Mobile Applications
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