Evidence map›Paper›PMID 41888902›Full record

SynthesisBMC psychology2026

Promoting social and emotional learning in K-12 students through digital-based interventions: a systematic review and meta-analysis.

Letian Cai, Deli Wu, Huiyong Fan, Shengli Guo

Abstract readSystematic ReviewMeta-Analysis
In one paragraph

Synthesis in BMC psychology, 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

4 authors.

Letian CaiSchool of Education, Beibu Gulf University, Qinzhou, China.
Deli WuSchool of Education, Beibu Gulf University, Qinzhou, China. seer254643731@gmail.com.
Huiyong FanCollege of Educational Science & College of Teacher Education, Bohai University, Jinzhou, China.
Shengli GuoCollege of Educational Science & College of Teacher Education, Bohai University, Jinzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDigital-based interventions that promote students’ social and emotional learning (SEL) development have expanded, but their effectiveness and impact remain debated. This study aimed to estimate effects of digital-based interventions on three SEL outcomes: social emotional skills (SES), affect and attitudes (AA), and prosocial and antisocial behaviors (PB), and to examine moderators, including social impairment status, school level, device type, intervention duration, study design, intervention gamification design features, control condition, reporter type, and setting of the intervention.

methodsFollowing PRISMA guidelines, we searched Web of Science, ASSIA, PsycINFO, MEDLINE, Embase, and ERIC through August 1, 2025, and IEEE Xplore and ACM Digital Library through January 5, 2026; included experimental and quasi-experimental studies; used random-effects models (Hedges’ g); assessed heterogeneity using Q and I²; and evaluated publication bias using Egger’s test and the trim-and-fill method.

resultsThirty-seven studies (N = 4742) were included. In the primary meta-analysis, digital-based interventions showed positive effects across all three outcomes: SES (SMD = 0.631, 95% CI: 0.461 to 0.800), AA (SMD = 0.267, 95% CI: 0.087 to 0.448), and PB (SMD = 0.285, 95% CI: 0.106 to 0.465). After trim-and-fill, SES (trim-and-fill SMD = 0.369) and PB (trim-and-fill SMD = 0.353) remained significant, whereas AA became non-significant (trim-and-fill SMD = 0.078). In moderator analyses for SES, social impairment status and reporter type were significant. Samples with social impairments benefited more. Effects were largest in clinician reports, followed by parent and self reports (similar magnitude), and smallest in teacher reports. For AA, setting of the intervention was significant (home > controlled research > mixed school-and-home/school). For PB, device type was significant (computer-based > tablet/phone). Other moderators were not significant.

conclusionsDigital-based interventions significantly enhance K–12 students’ SES and modestly improve PB. For AA, the initially significant effect became non-significant after correcting for publication bias (trim-and-fill), indicating limited robustness and warranting cautious interpretation. These effects are moderated by social impairment status, reporter type, device type, and setting of the intervention. Future research should use larger samples and long-term follow-up to study digital-based interventions.

trial registrationPROSPERO (CRD420251069260).

Indexed as

EmotionsSocial LearningSocial SkillsStudentsAdolescentChildDigital MediaHumansDigital-Based InterventionsK–12 StudentsSocial and Emotional Learning

Identifiers

PMID41888902
PMCPMC13185340

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

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.