Evidence map›Paper›PMID 40272544›Full record

ArticleEuropean child & adolescent psychiatry2025

Spillover effect of mental disorders in adolescent peer networks on likelihood of dropping out of secondary school.

Jussi Alho, Mai Gutvilig, Ripsa Niemi, Laura Cachón-Alonso, Kaisla Komulainen, Petri Böckerman, Roger T Webb, Marko Elovainio, Christian Hakulinen

Abstract read
In one paragraph

Article in European child & adolescent psychiatry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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.

Jussi AlhoDepartment of Psychology, Faculty of Medicine, University of Helsinki, Helsinki, Finland. jussi.alho@helsinki.fi.
Mai GutviligDepartment of Psychology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
Ripsa NiemiDepartment of Psychology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
Laura Cachón-AlonsoDepartment of Psychology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
Kaisla KomulainenDepartment of Psychology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
Petri BöckermanSchool of Business and Economics, University of Jyväskylä, Jyväskylä, Finland.
Roger T WebbDivision of Psychology & Mental Health, University of Manchester, Manchester Academic Health Science Centre (MAHSC), Manchester, UK.
Marko ElovainioDepartment of Psychology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
Christian HakulinenDepartment of Psychology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Spillover effects of mental disorders on family members are well-documented, but their impact on adolescent peers remains unclear. We investigated whether having classmates with a diagnosed mental disorder in the ninth grade of lower secondary school (ages 15-16) was associated with greater likelihood of dropping out of upper secondary education (ages 16-19). We used registry data on Finnish people born between Jan 1, 1985, and Dec 31, 1997. After lower secondary school, 378,453 cohort members started general (academic) upper secondary school and 284,713 started vocational upper secondary school. Using causal mediation analysis, we disentangled the total effect of having ninth-grade classmates with a diagnosed mental disorder on upper secondary dropout into direct spillover effect and indirect effect mediated by the individual's own mental disorder diagnosis received during upper secondary education. For academic students, having one ninth-grade classmate diagnosed with a mental disorder was associated with 6% greater likelihood of dropping out of upper secondary education (95% CI 3-9%); two diagnosed classmates, with 10% greater likelihood (6-14%); and three or more diagnosed classmates, with 16% greater likelihood (10-22%). For vocational students, the respective increases in likelihood were 5% (2-8%), 11% (6-15%), and 24% (18-32%). For both academic and vocational students, the indirect effect of dropping out mediated by one's own mental disorder diagnosis was notably smaller than the direct effect attributable to having diagnosed ninth-grade classmates. Our results suggest that mental disorders may have spillover effects on the educational attainment of socially connected adolescent peers.

Indexed as

Mental DisordersPeer GroupStudent DropoutsStudentsAdolescentFemaleFinlandHumansMaleRegistriesSchoolsYoung AdultAdolescenceEducational attainmentMental disordersSocial networksSpillover effects

Identifiers

PMID40272544
PMCPMC12592305

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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.