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Digital interventions for the treatment of depression: a meta-analytic review
Open accessAbstract
The high global prevalence of depression, together with the recent acceleration of remote care owing to the COVID-19 pandemic, has prompted increased interest in the efficacy of digital interventions for the treatment of depression. We provide a summary of the latest evidence base for digital interventions in the treatment of depression based on the largest study sample to date. A systematic literature search identified 83 studies (N = 15,530) that randomly allocated participants to a digital intervention for depression versus an active or inactive control condition. Overall heterogeneity was very high (I2 = 84%). Using a random-effects multilevel metaregression model, we found a significant medium overall effect size of digital interventions compared with all control conditions (g = .52). Subgroup analyses revealed significant differences between interventions and different control conditions (WLC: g = .70; attention: g = .36; TAU: g = .31), significantly higher effect sizes in interventions that involved human therapeutic guidance (g = .63) compared with self-help interventions (g = .34), and significantly lower effect sizes for effectiveness trials (g = .30) compared with efficacy trials (g = .59). We found no significant difference in outcomes between smartphone-based apps and computer- and Internet-based interventions and no significant difference between human-guided digital interventions and face-to-face psychotherapy for depression, although the number of studies in both comparisons was low. Findings from the current meta-analysis provide evidence for the efficacy and effectiveness of digital interventions for the treatment of depression for a variety of populations. However, reported effect sizes may be exaggerated because of publication bias, and compliance with digital interventions outside of highly controlled settings remains a significant challenge. (PsycInfo Database Record (c) 2021 APA, all rights reserved).
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Self-citationLin, J., Hohberg, V., & Baumeister, H. (2023) · Springer eBooks · doi:10.1007/978-3-662-65816-1_17
Self-citationSeewer, N., Skoko, A., Käll, A., Andersson, G., Luhmann, M., Berger, T., & Krieger, T. (2023) · Research Square · doi:10.21203/rs.3.rs-3005279/v1
Karyotaki, E., Miguel, C., Panagiotopoulou, O. M., et al. (2023) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2023.50.pr2
Metadata
- Authors
- Moshe, I., Terhorst, Y., Philippi, P., Domhardt, M., Cuijpers, P., Cristea, I., Pulkki-Råback, L., Baumeister, H., & Sander, L. B.
- Affiliations
- University of Helsinki (FI)
- Universität Ulm (DE)
- Amsterdam Public Health (NL)
- University of Pavia (IT)
- Corresponding author
- Moshe, Isaac
- ORCID
- Venue
- Psychological Bulletin
- Published
- 2021-08
- Volume
- 147
- Issue
- 8
- Pages
- 749-786
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W4205983219
- Semantic Scholar
- 465098517e78d0cda5fff852518ff0e9bfb4e24b
- Cited by
- 390
- References
- 292
- Citations by year
- 2026: 66 · 2025: 109 · 2024: 85 · 2023: 88 · 2022: 39 · 2021: 2
- FWCI
- 47.92
- Type
- journal article
- Language
- en
- Open access
- green
- research.vu.nl
- Licence
- other-oa
- Locations
- Psychological Bulletin (publishedVersion)
- PubMed (publishedVersion)
- VU Research Portal (publishedVersion, other-oa)
- Padua Research Archive (University of Padova) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Funders
- Suomen Kulttuurirahasto
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Health Sciences › Medicine › Psychiatry and Mental health › Mental Health Treatment and Access
- Keywords
- digital interventions, depression treatment, mobile application, computer-based intervention, online intervention, self-help intervention, remote care, COVID-19 pandemic, publication bias, intervention adherence
- MeSH terms
- COVID-19, SARS-CoV-2, Depression, Humans, Pandemics
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.
A second model labelled each claim on 2026-10-08 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).
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 ›
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