Evidence map›Paper›PMID 42124392›Full record

Trial reportPsychological medicine2026

Smartphone CBT engagement and depressive symptoms: secondary analysis of the RESiLIENT trial using a time-varying exposure approach.

Yan Luo, Kosuke Inoue, Aran Tajika, Rie Toyomoto, Masatsugu Sakata, Tatsuo Akechi, Masaru Horikoshi, Hisashi Noma, Toshi A Furukawa

Abstract readRandomized Controlled Trial
In one paragraph

Trial report in Psychological medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Yan LuoDepartment of Next-Generation Organ Transplantation, https://ror.org/057zh3y96The University of Tokyo Graduate School of Medicine Faculty of Medicine, Japan.ORCID 0000-0002-5271-5126
Kosuke InoueDepartment of Health Promotion and Behavioral Sciences, https://ror.org/04wn7wc95Kyoto University Graduate School of Medicine Faculty of Medicine, Japan.ORCID 0000-0001-9614-8103
Aran TajikaDepartment of Health Promotion and Behavioral Sciences, https://ror.org/04wn7wc95Kyoto University Graduate School of Medicine Faculty of Medicine, Japan.ORCID 0000-0003-3926-8867
Rie ToyomotoDepartment of Health Promotion and Behavioral Sciences, https://ror.org/04wn7wc95Kyoto University Graduate School of Medicine Faculty of Medicine, Japan.ORCID 0000-0003-1125-3145
Masatsugu SakataDepartment of Health Promotion and Behavioral Sciences, https://ror.org/04wn7wc95Kyoto University Graduate School of Medicine Faculty of Medicine, Japan.ORCID 0000-0002-5358-5263
Tatsuo AkechiDepartment of Psychiatry and Cognitive-Behavioral Medicine, https://ror.org/04wn7wc95Nagoya City University Graduate School of Medical Sciences and Medical School, Japan.ORCID 0000-0003-1100-7518
Masaru HorikoshiDepartment of Human Sciences, https://ror.org/04bcbax71Musashino University, Japan.ORCID 0000-0001-9336-8813
Hisashi NomaDepartment of Interdisciplinary Statistical Mathematics, https://ror.org/03jcejr58Institute of Statistical Mathematics, Japan.ORCID 0000-0002-2520-9949
Toshi A FurukawaOffice of Institutional Advancement and Communications, https://ror.org/02kpeqv85Kyoto University, Japan.ORCID 0000-0003-2159-3776

Funding

Japan Agency for Medical Research and Development JP21de0107005
6 · The paper itself

Abstract

backgroundSmartphone-based cognitive behavioral therapy (CBT) programs offer accessible interventions for subthreshold depression, yet engagement needed for meaningful benefit remains unclear. We examined how lesson and worksheet engagement relate to depressive symptom improvements in a behavioral activation (BA) intervention, accounting for time-varying confounders.

methodsThis secondary analysis included 298 adults assigned to the BA arm of the RESiLIENT trial, a randomized controlled trial in Japan. Lesson and worksheet completion were treated as time-varying exposures, each yielding four engagement patterns:

resultsEarly lesson engagement during weeks 0-3 was associated with larger PHQ-9 reductions at both weeks 6 and 26, even when later engagement declined (

conclusionsGreater engagement with smartphone-delivered BA is associated with larger symptom reductions. Early lesson engagement drives sustained benefit, whereas worksheet engagement did not persist. These findings may guide digital CBT design by emphasizing early lesson completion alongside concurrent skill practice.

Indexed as

Cognitive Behavioral TherapyDepressionSmartphoneAdultFemaleHumansJapanMaleMiddle AgedTime Factorsbehavioral activationcausal inferencecognitive behavioral therapydigital mental healthengagementsubthreshold depressiontime-varying exposure

Identifiers

PMID42124392
PMCPMC13200147

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.