Evidence map›Paper›PMID 40264069›Full record

ArticleBMC psychiatry2025

How robust is the association between school-related stress and internalizing mental health problems? A specification curve analysis.

Björn Högberg

Abstract read
In one paragraph

Article in BMC psychiatry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

What it found

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2 · The registry

The trial behind it

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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

1 citing paper in PubMed.

  1. Article
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

1 author.

Björn HögbergDepartment of Social Work, Umeå University, Umeå, SE-901 87, Sweden. bjorn.hogberg@umu.se.ORCID 0000-0002-0199-0435

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundA recent review of research on the association between school-related stress and internalizing problems found growing scholarly interest in the topic, but also raised questions concerning the quality and reliability of the existing knowledge base. The aim of this study was to investigate how robust the association between school-related stress and internalizing problems is to differences in model specifications.

methodsLongitudinal survey data from between 2,991 and 4,845 Swedish adolescent students aged 13-16 years were used. A total of 57,322 different models were estimated, varying the choice of sample, measure of internalizing problems, functional form, statistical method, and combinations of included control variables. The results were summarized using specification curve analysis.

resultsMost estimates of the association between school-related stress and internalizing problems were statistically significant at the 5% level. The choice of sample, outcome, functional form, and control variables had a limited influence on the size and significance of the estimates, but the estimates were markedly smaller and mostly non-significant in models investigating lagged effects.

conclusionsThis study showed that school-related stress is a robust predictor of internalizing problems as long as the association is assumed to be contemporaneous, while evidence for lagged effects was weaker. A key conclusion is that the choice of whether to estimate lagged or contemporaneous effects may be the most consequential in studies on school-related stress and internalizing problems or similar topics.

Indexed as

SchoolsStress, PsychologicalStudentsAdolescentFemaleHumansLongitudinal StudiesMaleSwedenAcademic pressureAcademic stressAdolescentsMental healthSchoolStudents

Identifiers

PMID40264069
PMCPMC12016417

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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.