The DOI matches its Crossref record; 333 of the 334 references it cites were found in a registry or an index, and 1 are not checked yet.
Digital Interventions for Mental Disorders: Key Features, Efficacy, and Potential for Artificial Intelligence Applications
Open accessAbstract
Mental disorders are highly prevalent and often remain untreated. Many limitations of conventional face-to-face psychological interventions could potentially be overcome through Internet-based and mobile-based interventions (IMIs). This chapter introduces core features of IMIs, describes areas of application, presents evidence on the efficacy of IMIs as well as potential effect mechanisms, and delineates how Artificial Intelligence combined with IMIs may improve current practices in the prevention and treatment of mental disorders in adults. Meta-analyses of randomized controlled trials clearly show that therapist-guided IMIs can be highly effective for a broad range of mental health problems. Whether the effects of unguided IMIs are also clinically relevant, particularly under routine care conditions, is less clear. First studies on IMIs for the prevention of mental disorders have shown promising results. Despite limitations and challenges, IMIs are increasingly implemented into routine care worldwide. IMIs are also well suited for applications of Artificial Intelligence and Machine Learning, which provides ample opportunities to improve the identification and treatment of mental disorders. Together with methodological innovations, these approaches may also deepen our understanding of how psychological interventions work, and why. Ethical and professional restraints as well as potential contraindications of IMIs, however, should also be considered. In sum, IMIs have a high potential for improving the prevention and treatment of mental health disorders across various indications, settings, and populations. Therefore, implementing IMIs into routine care as both adjunct and alternative to face-to-face treatment is highly desirable. Technological advancements may further enhance the variability and flexibility of IMIs, and thus even further increase their impact in people's lives in the future.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The text we found for this paper looks like another document, so the self-check wasn’t run.
Citations
Cites
Items 201–334 of 334
Moreno-Peral, P., Conejo-Cerón, S., Rubio-Valera, M., Fernández, A., Navas-Campaña, D., Rodríguez-Morejón, A., Motrico, E., Rigabert, A., Luna, J. D. D., Martín-Pérez, C., et al. (2017) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2017.2509 · Cited by 115
Zarski, A.-C., Lehr, D., Berking, M., Riper, H., Cuijpers, P., & Ebert, D. D. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.4493 · Cited by 114
Self-citationKenwright, M., Liness, S., & Marks, I. (2001) · British Journal of Psychiatry · doi:10.1192/bjp.179.5.456 · Cited by 112
Mayo-Wilson, E., & Montgomery, P. (2013) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd005330.pub4 · Cited by 112
Goldstein, S. P., Evans, B. C., Flack, D., Juarascio, A., Manasse, S., Zhang, F., & Forman, E. M. (2017) · International Journal of Behavioral Medicine · doi:10.1007/s12529-016-9627-y · Cited by 112
Holländare, F., Johnsson, S., Randestad, M., Tillfors, M., Carlbring, P., Andersson, G., & Engström, I. (2011) · Acta Psychiatrica Scandinavica · doi:10.1111/j.1600-0447.2011.01698.x · Cited by 111
Richards, D., Richardson, T., Timulak, L., & McElvaney, J. (2015) · Internet Interventions · doi:10.1016/j.invent.2015.07.003 · Cited by 111
A Mobile Health Application to Predict Postpartum Depression Based on Machine Learning
Jiménez-Serrano, S., Tortajada, S., & Garcia-Gomez, J. M. (2015) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2014.0113 · Cited by 111
Mak, W. W., Chan, A. T., Cheung, E. Y., Lin, C. L., & Ngai, K. C. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3746 · Cited by 110
Bird, T., Mansell, W., Wright, J., Gaffney, H., & Tai, S. (2018) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465817000820 · Cited by 109
Attitudes towards computerized CBT for depression amongst a student population
Mitchell, N., & Gordon, P. K. (2007) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465807003700 · Cited by 106
Buntrock, C., Ebert, D. D., Lehr, D., Riper, H. M., Smit, F., Cuijpers, P. J., & Berking, M. (2015) · Psychotherapy and Psychosomatics · doi:10.1159/000438673 · Cited by 106
Self-citationGolkaramnay, V., Bauer, S., Haug, S., Wolf, M., & Kordy, H. (2007) · Psychotherapy and Psychosomatics · doi:10.1159/000101500 · Cited by 105
Kenter, R. M. F., van de Ven, P. M., Cuijpers, P., Koole, G., Niamat, S., Gerrits, R. S., Willems, M., & van Straten, A. (2015) · Internet Interventions · doi:10.1016/j.invent.2015.01.001 · Cited by 105
Kessler, R. C. (2018) · Current Opinion in Psychiatry · doi:10.1097/yco.0000000000000377 · Cited by 103
Johansson, R., Björklund, M., Hornborg, C., Karlsson, S., Hesser, H., Ljótsson, B., Rousseau, A., Frederick, R. J., & Andersson, G. (2013) · PeerJ · doi:10.7717/peerj.102 · Cited by 102
Predictive modeling of addiction lapses in a mobile health application
Chih, M., Patton, T., Mctavish, F. M., Isham, A., Judkins-Fisher, C. L., Atwood, A. K., & Gustafson, D. H. (2013) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2013.08.004 · Cited by 101
Effectiveness of Web-based Psychological Interventions for Depression: A Meta-analysis
Cowpertwait, L., & Clarke, D. (2013) · International Journal of Mental Health and Addiction · doi:10.1007/s11469-012-9416-z · Cited by 101
Ebert, D. D., Nobis, S., Lehr, D., Baumeister, H., Riper, H., Auerbach, R. P., Snoek, F., Cuijpers, P., & Berking, M. (2017) · Diabetic Medicine · doi:10.1111/dme.13173 · Cited by 101
Self-citationThe Effectiveness of an Internet-Based Psychological Treatment Program for Female Sexual Dysfunction
Jones, L. M., & McCabe, M. P. (2011) · The Journal of Sexual Medicine · doi:10.1111/j.1743-6109.2011.02381.x · Cited by 100
Internet-Delivered Cognitive-Behavior Therapy for Tinnitus: A Randomized Controlled Trial
Weise, C., Kleinstäuber, M., & Andersson, G. (2016) · Psychosomatic Medicine · doi:10.1097/psy.0000000000000310 · Cited by 99
El Alaoui, S., Hedman, E., Kaldo, V., Hesser, H., Kraepelien, M., Andersson, E., Rück, C., Andersson, G., Ljótsson, B., & Lindefors, N. (2015) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0039198 · Cited by 99
Lin, J., Faust, B., Ebert, D. D., Krämer, L., & Baumeister, H. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9925 · Cited by 97
Mechanisms of change in an exposure-based treatment for irritable bowel syndrome.
Ljótsson, B., Hesser, H., Andersson, E., Lindfors, P., Hursti, T., Rück, C., Lindefors, N., Andersson, G., & Hedman, E. (2013) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0033439 · Cited by 94
Ebert, D., Tarnowski, T., Gollwitzer, M., Sieland, B., & Berking, M. (2013) · Psychotherapy and Psychosomatics · doi:10.1159/000345967 · Cited by 93
Self-citationA 1.5‐year follow‐up of an internet‐based intervention for complicated grief
Wagner, B., & Maercker, A. (2007) · Journal of Traumatic Stress · doi:10.1002/jts.20230 · Cited by 93
Hidalgo-Mazzei, D., Mateu, A., Reinares, M., Matic, A., Vieta, E., & Colom, F. (2015) · Journal of Affective Disorders · doi:10.1016/j.jad.2015.08.005 · Cited by 92
Littlewood, E., Duarte, A., Hewitt, C. E., Knowles, S. E., Palmer, S., Walker, S., Andersen, P., Araya, R., Barkham, M., Bower, P., et al. (2015) · Health Technology Assessment · doi:10.3310/hta191010 · Cited by 92
Apolinário-Hagen, J., Vehreschild, V., & Alkoudmani, R. M. (2017) · JMIR Mental Health · doi:10.2196/mental.6375 · Cited by 90
Self-citationUsing Linguistic Features to Estimate Suicide Probability of Chinese Microblog Users
Zhang, L., Huang, X., Liu, T., Li, A., Chen, Z., & Zhu, T. (2015) · Lecture notes in computer science · doi:10.1007/978-3-319-15554-8_45 · Cited by 89
An empowerment-based approach to developing innovative e-health tools for self-management
Alpay, L., van der Boog, P., & Dumaij, A. C. M. (2011) · Health Informatics Journal · doi:10.1177/1460458211420089 · Cited by 89
Side effects in internet-based interventions for social anxiety disorder
Boettcher, J., Rozental, A., Andersson, G., & Carlbring, P. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.02.002 · Cited by 88
Park, S. (., Kim, I., Lee, S. W., Yoo, J., Jeong, B., & Cha, M. (2015) · Conference on Computer Supported Cooperative Work · doi:10.1145/2675133.2675139 · Cited by 88
Boß, L., Lehr, D., Schaub, M. P., Castro, R. P., Riper, H. M., Berking, M., & Ebert, D. D. (2017) · Addiction · doi:10.1111/add.14085 · Cited by 88
Self-citationIshii, T., Tachikawa, H., Shiratori, Y., Hori, T., Aiba, M., Kuga, K., & Arai, T. (2017) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2017.11.017 · Cited by 88
Gottlieb, J. D., Romeo, K. H., Penn, D. L., Mueser, K. T., & Chiko, B. P. (2013) · Schizophrenia Research · doi:10.1016/j.schres.2013.01.002 · Cited by 86
Van Lankveld, J. J. D. M., Leusink, P., Van Diest, S., Gijs, L., & Slob, A. K. (2009) · The Journal of Sexual Medicine · doi:10.1111/j.1743-6109.2009.01321.x · Cited by 84
Buntrock, C., Berking, M., Smit, F., Lehr, D., Nobis, S., Riper, H. M., Cuijpers, P. J., & Ebert, D. D. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6587 · Cited by 84
Self-citationLenhard, F., Sauer, S., Andersson, E., Månsson, K. N., Mataix‐Cols, D., Rück, C., & Serlachius, E. (2018) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1576 · Cited by 84
In Situ Cues for ADHD Parenting Strategies Using Mobile Technology
Pina, L. R., Rowan, K., Johns, P., Roseway, A., Hayes, G. R., & Czerwinski, M. P. (2014) · International Conference on Pervasive Computing Technologies for Healthcare · doi:10.4108/icst.pervasivehealth.2014.254958 · Cited by 83
Impact of Physical Activity on Sleep:A Deep Learning Based ExplorationPreprint
Sathyanarayana, A., Joty, S., Fernández-Luque, L., Ofli, F., Srivastava, J., Elmagarmid, A. K., Taheri, S., & Arora, T. (2016) · arXiv (Cornell University) · doi:10.48550/arxiv.1607.07034 · Cited by 83
Ebert, D. D., Lehr, D., Smit, F., Zarski, A.-C., Riper, H., Heber, E., Cuijpers, P., & Berking, M. (2014) · BMC Public Health · doi:10.1186/1471-2458-14-807 · Cited by 82
Self-citationKooistra, L. C., Wiersma, J. E., Ruwaard, J., van Oppen, P., Smit, F., Lokkerbol, J., Cuijpers, P., & Riper, H. (2014) · BMC Psychiatry · doi:10.1186/s12888-014-0290-z · Cited by 82
Juarascio, A. S., Parker, M. N., Palermo, M., & Godfrey, K. M. (2018) · International Journal of Eating Disorders · doi:10.1002/eat.22924 · Cited by 82
Christensen, H., Farrer, L., Batterham, P. J., Mackinnon, A., Griffiths, K. M., & Donker, T. (2013) · BMJ Open · doi:10.1136/bmjopen-2013-002886 · Cited by 80
Dorow, M., Löbner, M., Pabst, A., Stein, J., & Riedel-Heller, S. G. (2018) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2018.00181 · Cited by 80
Do Facebook Status Updates Reflect Subjective Well-Being?
Liu, P., Tov, W., Kosiński, M., Stillwell, D. J., & Qiu, L. (2015) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2015.0022 · Cited by 79
Change of Patients' Perceptions of Telemedicine After Brief Use
Cranen, K., Veld, R. H. I., Ijzerman, M., & Vollenbroek-Hutten, M. (2011) · Telemedicine and e-Health · doi:10.1089/tmj.2010.0208 · Cited by 77
Forman, E. M., Goldstein, S. P., Zhang, F., Evans, B. C., Manasse, S. M., Butryn, M. L., Juarascio, A. S., Abichandani, P., Martin, G. J., & Foster, G. D. (2019) · Translational Behavioral Medicine · doi:10.1093/tbm/iby016 · Cited by 77
Prediction of remission in obsessive compulsive disorder using a novel machine learning strategy
Askland, K. D., Garnaat, S., Sibrava, N. J., Boisseau, C. L., Strong, D., Mancebo, M., Greenberg, B., Rasmussen, S., & Eisen, J. (2015) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1463 · Cited by 75
Purple: A Modular System for Developing and Deploying Behavioral Intervention Technologies
Schueller, S. M., Begale, M. J., Penedo, F. J., & Mohr, D. C. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3376 · Cited by 74
Andersson, E., Walén, C., Hallberg, J., Paxling, B., Dahlin, M., Almlöv, J., Källström, R., Wijma, K., Carlbring, P., & Andersson, G. (2011) · The Journal of Sexual Medicine · doi:10.1111/j.1743-6109.2011.02391.x · Cited by 73
Bourla, A., Mouchabac, S., El‐Hage, W., & Ferreri, F. (2018) · European Journal of Psychotraumatology · doi:10.1080/20008198.2018.1424448 · Cited by 73
Song, J., Song, T. M., Seo, D., et al. (2016) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2016.07.025 · Cited by 72
Abbott, J.-A. M., Kaldo, V., Klein, B., Austin, D., Hamilton, C., Piterman, L., Williams, B., & Andersson, G. (2009) · Cognitive Behaviour Therapy · doi:10.1080/16506070902763174 · Cited by 71
Luquiens, A., Tanguy, M., Lagadec, M., Benyamina, A., Aubin, H., & Reynaud, M. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.4752 · Cited by 71
Schueller, S. M., Tomasino, K. N., & Mohr, D. C. (2017) · Clinical Psychology: Science and Practice · doi:10.1037/h0101740 · Cited by 70
Lin, J., Ebert, D. D., Lehr, D., Berking, M., & Baumeister, H. (2013) · Die Rehabilitation · doi:10.1055/s-0033-1343491 · Cited by 70
Self-citationHerbst, N., Voderholzer, U., Thiel, N., Schaub, R., Knaevelsrud, C., Stracke, S., Hertenstein, E., Nissen, C., & Külz, A. K. (2014) · Psychotherapy and Psychosomatics · doi:10.1159/000357570 · Cited by 69
A Randomized Trial of an Avatar-Hosted Multiple Behavior Change Intervention for Young Adult Smokers
An, L. C., Demers, M., Kirch, M., Considine-Dunn, S. E., Nair, V. N., Dasgupta, K., Narisetty, N. N., Resnicow, K., & Ahluwalia, J. S. (2013) · JNCI Monographs · doi:10.1093/jncimonographs/lgt021 · Cited by 68
Hoexter, M. Q., Dougherty, D. D., Shavitt, R. G., D′Alcante, C. C., Duran, F., Lopes, A. C., Diniz, J. B., Batistuzzo, M. C., Evans, K. C., Bressan, R. A., et al. (2012) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2012.06.014 · Cited by 66
Optimizing Digital Integrated Care via Micro‐Randomized Trials
Walton, A., Nahum‐Shani, I., Crosby, L., Klasnja, P., & Murphy, S. (2018) · Clinical Pharmacology & Therapeutics · doi:10.1002/cpt.1079 · Cited by 66
Meaningless comparisons lead to false optimism in medical machine learning
DeMasi, O., Kording, K., & Recht, B. (2017) · PLoS ONE · doi:10.1371/journal.pone.0184604 · Cited by 63
Two-year outcome of internet-based relapse prevention for partially remitted depression
Holländare, F., A. Anthony, S., Randestad, M., Tillfors, M., Carlbring, P., Andersson, G., & Engström, I. (2013) · Behaviour Research and Therapy · doi:10.1016/j.brat.2013.08.002 · Cited by 61
Ebert, D. D., Gollwitzer, M., Riper, H., Cuijpers, P., Baumeister, H., & Berking, M. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2511 · Cited by 61
Self-citationBuntrock, C., Ebert, D. D., Lehr, D., Cuijpers, P. J., Riper, H. M., Smit, F., & Berking, M. (2014) · BMC Psychiatry · doi:10.1186/1471-244x-14-25 · Cited by 60
Self-citationCrisp, D. A., Griffiths, K. M., Mackinnon, A. J., Bennett, K., & Christensen, H. M. (2014) · Psychiatry Research · doi:10.1016/j.psychres.2014.01.041 · Cited by 60
Predicting Social Anxiety Treatment Outcome Based on Therapeutic Email Conversations
Hoogendoorn, M., Berger, T., Schulz, A., Stolz, T., & Peter Szolovits, B. (2016) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2016.2601123 · Cited by 60
Myth, Confusion, and Science in Causal Analysis
Pearl, J. (2009) · eScholarship (California Digital Library) · Cited by 60
Hesser, H., Westin, V. Z., & Andersson, G. (2014) · Journal of Behavioral Medicine · doi:10.1007/s10865-013-9525-6 · Cited by 57
Internet-Based Therapy for Adolescents With Chronic Fatigue Syndrome: Long-term Follow-up
Nijhof, S. L., Priesterbach-Ackley, L. P., Uiterwaal, C. S. P. M., Bleijenberg, G., Kimpen, J. L. L., & van de Putte, E. M. (2013) · PEDIATRICS · doi:10.1542/peds.2012-2007 · Cited by 56
The Efficacy of Minimal Contact Interventions for Acute Tinnitus: A Randomised Controlled Study
Nyenhuis, N., Zastrutzki, S., Weise, C., Jäger, B., & Kröner‐Herwig, B. (2012) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2012.655305 · Cited by 55
Mewton, L. R., & Andrews, G. (2014) · Journal of Affective Disorders · doi:10.1016/j.jad.2014.08.038 · Cited by 54
Williams, A. D., O'Moore, K., Mason, E., & Andrews, G. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.11.001 · Cited by 53
Identifying depressive users in Twitter using multimodal analysis
Kang, K., Yoon, C., & Kim, E. Y. (2016) · International Conference on Big Data and Smart Computing · doi:10.1109/bigcomp.2016.7425918 · Cited by 53
Zarski, A., Berking, M., Fackiner, C., Rosenau, C., & Ebert, D. D. (2017) · The Journal of Sexual Medicine · doi:10.1016/j.jsxm.2016.12.232 · Cited by 53
Self-citationLueken, U., Straube, B., Yang, Y., Hahn, T., Beesdo‐Baum, K., Wïttchen, H., Konrad, C., Ströhle, A., Wittmann, A., Gerlach, A. L., et al. (2015) · Journal of Affective Disorders · doi:10.1016/j.jad.2015.05.052 · Cited by 52
Lin, J., Lüking, M., Ebert, D. D., Buhrman, M., Andersson, G., & Baumeister, H. (2015) · Internet Interventions · doi:10.1016/j.invent.2014.11.005 · Cited by 51
Predicting Negative Emotions Based on Mobile Phone Usage Patterns: An Exploratory Study
Hung, G. C., Yang, P.-C., Chang, C.-C., Chiang, J.-H., & Chen, Y. (2016) · JMIR Research Protocols · doi:10.2196/resprot.5551 · Cited by 51
Chekroud, A. M., Foster, D. F., Zheutlin, A. B., Gerhard, D. M., Roy, B., Koutsouleris, N., Chandra, A., Esposti, M. D., Subramanyan, G., Gueorguieva, R. V., et al. (2018) · Psychiatric Services · doi:10.1176/appi.ps.201800094 · Cited by 51
Patient Expectations in Internet-Based Self-Help for Social Anxiety
Boettcher, J., Renneberg, B., & Berger, T. (2013) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2012.759615 · Cited by 50
Cepeda, M. S., Reps, J., Fife, D., Blacketer, C., Stang, P., & Ryan, P. (2018) · Depression and Anxiety · doi:10.1002/da.22705 · Cited by 50
Therapists' Experiences of Conducting Cognitive Behavioural Therapy Online vis-à-vis Face-to-Face
Bengtsson, J., Nordin, S., & Carlbring, P. (2015) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2015.1053408 · Cited by 48
Woodford, J., Farrand, P. A., Bessant, M., & Williams, C. M. (2011) · Contemporary Clinical Trials · doi:10.1016/j.cct.2011.04.013 · Cited by 48
Internet‐Based Psychotherapy for Adult Depression: What About the Mechanisms of Change?
Mogoaşe, C., Cobeanu, O., David, D., Giosan, C., & Szentágotai, A. (2016) · Journal of Clinical Psychology · doi:10.1002/jclp.22326 · Cited by 48
Sander, L., Paganini, S., Lin, J., Schlicker, S., Ebert, D. D., Buntrock, C., & Baumeister, H. (2017) · BMC Psychiatry · doi:10.1186/s12888-017-1193-6 · Cited by 47
Self-citationSundermann, B., Bode, J., Lueken, U., Westphal, D., Gerlach, A. L., Straube, B., Wittchen, H.-U., Ströhle, A., Wittmann, A., Konrad, C., et al. (2017) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2017.00099 · Cited by 46
Nordgreen, T., Gjestad, R., Andersson, G., Carlbring, P., & Havik, O. E. (2017) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2017.1348389 · Cited by 46
It Is Time to Invest in the Prevention of Depression
Ebert, D. D., & Cuijpers, P. (2018) · JAMA Network Open · doi:10.1001/jamanetworkopen.2018.0335 · Cited by 45
Self-citationInternetbasierte Selbstmanagementinterventionen
Klein, J. P., Knaevelsrud, C., Bohus, M., Ebert, D. D., Gerlinger, G., Günther, K., Jacobi, C., Löbner, M., Riedel-Heller, S. G., Sander, J., et al. (2018) · Der Nervenarzt · doi:10.1007/s00115-018-0591-4 · Cited by 44
Self-citationMediators in Internet-Based Cognitive Behavior Therapy for Severe Health Anxiety
Hedman, E., Andersson, E., Andersson, G., Lindefors, N., Lekander, M., Rück, C., & Ljótsson, B. (2013) · PLoS ONE · doi:10.1371/journal.pone.0077752 · Cited by 43
Bockting, C., Kok, G. D., van der Kamp, L., Smit, F., van Valen, E., Schoevers, R. A., van Marwijk, H., Cuijpers, P. J., Riper, H. M., Dekker, J., et al. (2011) · BMC Psychiatry · doi:10.1186/1471-244x-11-12 · Cited by 43
Predictive modeling in e-mental health: A common language framework
Becker, D., van Breda, W., Funk, B., Hoogendoorn, M., Ruwaard, J., & Riper, H. M. (2018) · Internet Interventions · doi:10.1016/j.invent.2018.03.002 · Cited by 43
Web-basierte Rehabilitationsnachsorge nach stationärer psychosomatischer Therapie (W-RENA)
Ebert, D. D., Hannig, W., Tarnowski, T., Sieland, B., Götzky, B., & Berking, M. (2013) · Die Rehabilitation · doi:10.1055/s-0033-1345191 · Cited by 42
Self-citationBremer, V., Becker, D., Kolovos, S., Funk, B., van Breda, W., Hoogendoorn, M., & Riper, H. M. (2018) · Journal of Medical Internet Research · doi:10.2196/10275 · Cited by 41
Kok, G. D., Bockting, C., Burger, H., Smit, F., & Riper, H. M. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.05.002 · Cited by 39
Predicting Depression of Social Media User on Different Observation Windows
Hu, Q., Li, A., Heng, F., et al. (2015) · IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT) · doi:10.1109/wi-iat.2015.166 · Cited by 37
Kornfield, R., Sarma, P. K., Shah, D. V., Mctavish, F. M., Landucci, G., Pe‐Romashko, K., & Gustafson, D. H. (2018) · Journal of Medical Internet Research · doi:10.2196/10136 · Cited by 37
History and current status of ICBT
Andersson, G., Carlbring, P., & Lindefors, N. (2016) · Guided Internet-Based Treatments in Psychiatry · doi:10.1007/978-3-319-06083-5_1 · Cited by 36
Brabyn, S., Araya, R., Barkham, M., Bower, P., Cooper, C., Duarte, A., Kessler, D., Knowles, S. E., Lovell, K., Littlewood, E., et al. (2016) · Health Technology Assessment · doi:10.3310/hta20890 · Cited by 36
An Improved Model for Depression Detection in Micro-Blog Social Network
Wang, X., Zhang, C., & Sun, L. (2013) · IEEE ... International Conference on Data Mining workshops · doi:10.1109/icdmw.2013.132 · Cited by 35
INTERNET PSYCHOTHERAPY AND THE FUTURE OF PERSONALIZED TREATMENT
Andrews, G., & Williams, A. D. (2014) · Depression and Anxiety · doi:10.1002/da.22302 · Cited by 34
Graham, A. L., Papandonatos, G. D., Cobb, C. O., Cobb, N. K., NIAURA, R. S., Abrams, D. B., & Tinkelman, D. G. (2014) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntu144 · Cited by 34
van Bastelaar, K. M. P., Pouwer, F., Cuijpers, P. J., Riper, H. M., Twisk, J. W. R., & Snoek, F. J. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.1657 · Cited by 33
Jordan, P., Mora, M. C. S., & Löwe, B. (2018) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2018.02.002 · Cited by 33
Jaimes, L. G., Llofriu, M., & Raij, A. B. (2014) · International Conference on Body Area Networks · doi:10.4108/icst.bodynets.2014.258237 · Cited by 31
Mikus, A., Hoogendoorn, M., Rocha, A., Gama, J., Ruwaard, J., & Riper, H. (2018) · Internet Interventions · doi:10.1016/j.invent.2017.10.001 · Cited by 31
El Alaoui, S., Hedman, E., Ljótsson, B., & Lindefors, N. (2015) · BMJ Open · doi:10.1136/bmjopen-2015-007902 · Cited by 30
Romijn, G., Riper, H. M., Kok, R., Donker, T., Goorden, M., Roijen, L. H., Kooistra, L. C., van Balkom, A. J. L. M., & Koning, J. (2015) · BMC Psychiatry · doi:10.1186/s12888-015-0697-1 · Cited by 30
Internet-Based Self-help Interventions for Depression in Routine Care
Ebert, D. D., & Baumeister, H. (2017) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2017.1394 · Cited by 29
Self-citationMorgan, A. J., Mackinnon, A. J., & Jorm, A. F. (2012) · Behaviour Research and Therapy · doi:10.1016/j.brat.2012.11.002 · Cited by 28
Morales, S., Barros, J., Echávarri, O., García, F., Osses, A., Moya, C., Maino, M. D. L. P., Fischman, R., Núñez, C., Szmulewicz, T., et al. (2017) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2017.00007 · Cited by 27
„Occupational eMental Health“ in der Lehrergesundheit
Lehr, D., Heber, E., Sieland, B., Hillert, A., Funk, B., & Ebert, D. D. (2016) · Prävention und Gesundheitsförderung · doi:10.1007/s11553-016-0541-6 · Cited by 25
Self-citationThe efficiency model of support and the creation of digital apothecaries.
Muñoz, R. F. (2017) · Clinical Psychology: Science and Practice · doi:10.1111/cpsp.12174 · Cited by 25
Schlicker, S., Ebert, D. D., Middendorf, T., Titzler, I., & Berking, M. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.10.047 · Cited by 25
Self-citationWhiteside, U. S., Lungu, A., Richards, J. A., Simon, G. E., Clingan, S. E., Siler, J., Snyder, L., & Ludman, E. J. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3173 · Cited by 23
Johansson, R., Hesser, H., Ljótsson, B., Frederick, R. J., & Andersson, G. (2012) · BMJ Open · doi:10.1136/bmjopen-2012-002167 · Cited by 21
Therapists’ attitudes to offering eCBT in an inner-city IAPT service: a survey study
Meisel, S. F., Drury, H., & Perera-Delcourt, R. P. (2018) · The Cognitive Behaviour Therapist · doi:10.1017/s1754470x18000107 · Cited by 21
Klein, N. S., Kok, G. D., Burger, H., van Valen, E., Riper, H. M., Cuijpers, P. J., Dekker, J., Smit, F., van der Heiden, C., & Bockting, C. (2018) · Psychotherapy and Psychosomatics · doi:10.1159/000485039 · Cited by 20
Nyenhuis, N., Zastrutzki, S., Jäger, B., & Kröner‐Herwig, B. (2012) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2012.724081 · Cited by 19
Paul, C. L., Piterman, L., Shaw, J. E., Kirby, C. N., Fakes, K., Robinson, J. L., Thepwongsa, I., & Sanson‐Fisher, R. (2017) · Trials · doi:10.1186/s13063-017-1869-8 · Cited by 19
Using Linguistic Features to Estimate Suicide Probability of Chinese Microblog UsersPreprint
Zhang, L., Huang, X., Liu, T., et al. (2014) · arXiv (Cornell University) · doi:10.48550/arxiv.1411.0861 · Cited by 18
Gori, A., Grotto, R. L., Giannini, M., & Schuldberg, D. (2010) · Journal of Psychotherapy Integration · doi:10.1037/a0019768 · Cited by 16
Lévesque, A., Campbell, A. N. C., Pavlicová, M., Hu, M., Walker, R., McClure, E. A., Ghitza, U. E., Bailey, G. L., Stitzer, M. L., & Nunes, E. V. (2016) · Addictive Behaviors · doi:10.1016/j.addbeh.2016.09.012 · Cited by 15
Depp, C. A., Thompson, W. K., Frank, E., & Swartz, H. A. (2016) · Journal of Affective Disorders · doi:10.1016/j.jad.2016.09.054 · Cited by 13
Making Activity Recognition Robust against Deceptive Behavior
Saeb, S., Kording, K. P., & Mohr, D. C. (2015) · PLoS ONE · doi:10.1371/journal.pone.0144795 · Cited by 12
Chronology and Patterns of Psychiatric Morbidity in Substance-Dependent and Medical Patients
Reece, A. S. (2009) · Australasian Psychiatry · doi:10.1177/103985620901700203 · Cited by 10
Vara, M. D., Herrero, R., Etchemendy, E., Espinoza, M., Baños, R. M., García‐Palacios, A., Calatayud, G. L., Folch, B., Palop‐Larrea, V., Vázquez, P., et al. (2018) · BMC Psychiatry · doi:10.1186/s12888-018-1638-6 · Cited by 8
Klinische Psychologie und Psychotherapie für Bachelor
Berking, M., & Rief, W. (2012) · Springer-Lehrbuch · doi:10.1007/978-3-642-25523-6 · Cited by 8
Online Intervention for Prevention of Major Depression—Reply
Ebert, D. D., Buntrock, C., & Cuijpers, P. J. (2016) · JAMA · doi:10.1001/jama.2016.9586 · Cited by 6
Self-citationNo psychotherapy monoculture for anxiety disorders – Authors' reply
Craske, M. G., & Stein, M. B. (2017) · The Lancet · doi:10.1016/s0140-6736(17)31208-4 · Cited by 6
Harper, K. M. (2019) · Carolina Digital Repository (University of North Carolina at Chapel Hill) · doi:10.17615/j997-0s97 · Cited by 3
Ecological momentary assessment to predict the risk of relapse
Dennis, M. L., Scott, C. K., & Funk, R. R. (2014) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2014.09.179 · Cited by 1
Harrer, M., Adam, S. H., Fleischmann, R. J., et al. (2017) · doi:10.2196/preprints.9293
Self-citation
Research works printed but not linked: 10
- World Health Organization. The Global Burden of Disease: 2004 update. 2008 PMID:15572474.
- Buntrock C, Ebert DD, Lehr D, Smit F, Riper H, Berking M, Cuijpers P. Effect of a web-based guided self-help intervention for prevention of major depression in adults with subthreshold depression. JAMA. 2016;315(17):1854. https://doi.org/10.1001/jama.2016.4326 American Medical Association. · DOI · Paper page
- Riper H, Blankers M, Hadiwijaya H, Cunningham J, Clarke S, Wiers R, Ebert DD, Cuijpers P. Effectiveness of guided and unguided low-intensity internet interventions for adult alcohol misuse: a meta-analysis. PLoS One. 2014;9(6):e99912 PMID:24937483, Stewart R, editor, Public Library of Science. · DOI · Paper page
- Ebert DD, Berking M, Cuijpers P, Lehr D, Pörtner M, Baumeister H. Increasing the acceptance of internet-based mental health interventions in primary care patients with depressive symptoms. A randomized controlled trial. J Affect Disord. 2015; https://doi.org/10.1016/j.jad.2015.01.056 . · DOI · Paper page
- Ebert DD, Berking M, Thiart H, Riper H, Laferton JAC, Cuijpers P, Sieland B, Lehr D. Restoring depleted resources: efficacy and mechanisms of change of an internet-based unguided recovery training for better sleep and psychological detachment from work. Heal Psychol. 2015;34(Suppl):1240–51 PMID:26651465. · DOI · Paper page
- Ebert DD, Lehr D, Heber E, Riper H, Cuijpers P, Berking M. Internet-and mobile-based stress management for employees with adherence-focused guidance: efficacy and mechanism of change. Scand J Environ Heal. 2016;42(5):382–94. · DOI · Paper page
- Terhorst Y, Rathner EM, Baumeister H, Sander L. Help from the App-Store? a systematic review of apps for depression (in press). Verhaltenstherapie 2017.
- Wampold BE, Imel ZE. The great psychotherapy debate: the evidence for what makes psychotherapy work. Routledge; 2015. ISBN:1136672605. · DOI · Paper page
- Cadwalladr C, Graham-Harrison E. Revealed: 50 million Facebook profiles harvested for Cambridge Analytica in major data breach. Guard 2018;17.
- Nahum-Shani I, Smith SN, Spring BJ, Collins LM, Witkiewitz K, Tewari A, Murphy SA. Just-in-time adaptive interventions (JITAIs) in mobile health: key components and design principles for ongoing health behavior support. Ann Behav Med. 2017;52(6):446–62 Oxford University Press US. · DOI · Paper page
Cited by
Sorted by citations
Exploring the Ethical Challenges of Conversational AI in Mental Health Care: Scoping Review
Rahsepar Meadi, M., Sillekens, T., Metselaar, S., van Balkom, A., Bernstein, J., & Batelaan, N. (2025) · JMIR Mental Health · doi:10.2196/60432 · Cited by 211
“In 2019, Ebert et al [45] reported that only 4% of commercial apps for depression and anxiety symptoms (not only CAI apps) had been subjected to rigorous clinical studies.”
InfluentialEngagement in digital interventions.
Nahum-Shani, I., Shaw, S. D., Carpenter, S. M., Murphy, S. A., & Yoon, C. (2022) · American Psychologist · doi:10.1037/amp0000983 · Cited by 177
Saheb, T., Saheb, T., & Carpenter, D. O. (2021) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2021.104660 · Cited by 148
Alhuwaydi, A. M. (2024) · Risk Management and Healthcare Policy · doi:10.2147/rmhp.s461562 · Cited by 159
“It provides an overview of the current state of digital mental health interventions and an introduction to their potential to improve the efficacy of treatment and intervention strategies through AI.”
BackgroundChatGPT is not ready yet for use in providing mental health assessment and interventions
Dergaa, I., Fekih-Romdhane, F., Hallit, S., Loch, A. A., Glenn, J. M., Fessi, M. S., Ben Aissa, M., Souissi, N., Guelmami, N., Swed, S., et al. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1277756 · Cited by 125
“AI chatbots, as these tools are commonly referred to, may be useful in the delivery of evidence-based mental health interventions (10).”
Background
Metadata
- Authors
- Ebert, D. D., Harrer, M., Apolinário-Hagen, J., & Baumeister, H.
- Affiliations
- Vrije Universiteit Amsterdam (NL)
- Friedrich-Alexander-Universität Erlangen-Nürnberg (DE)
- FernUniversität in Hagen (DE)
- Universität Ulm (DE)
- Corresponding author
- Ebert, David Daniel
- Venue
- Advances in Experimental Medicine and Biology
- Publisher
- Springer Singapore
- Published
- 2019
- Volume
- 1192
- Pages
- 583-627
- ISSN
- 0065-2598 (ISSN-L)
- 2214-8019
- OpenAlex
- W2985217336
- Semantic Scholar
- 5a72a586e0eb3ea08d584944e4fb08ff2fb960f0
- Cited by
- 76
- References
- 333
- Citations by year
- 2026: 6 · 2025: 16 · 2024: 21 · 2023: 10 · 2022: 9 · 2021: 12 · 2020: 2
- FWCI
- 35.41
- Type
- book chapter
- Language
- en
- Open access
- green
- hdl.handle.net
- Licence
- other-oa
- www.springer.com/tdm (tdm)
- Locations
- Advances in experimental medicine and biology (publishedVersion)
- PubMed (publishedVersion)
- VU Research Portal (submittedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Medicine › Psychiatry and Mental health › Mental Health Treatment and Access
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Keywords
- online intervention, mobile-based interventions, digital mental health, mental illness, artificial intelligence, machine learning, therapist-guided intervention, mental disorder prevention, treatment efficacy, effect mechanism, adults
- MeSH terms
- Adult, Artificial Intelligence, Mental Disorders, Humans, Psychotherapy, Telemedicine, Internet, 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