Evidence map›Paper›PMID 42041851›Full record

ArticleEuropean journal of investigation in health, psychology and education2026

Mapping the Network Structure of Psychosocial Symptoms and School Well-Being Across Gender in Secondary School Students.

Philippos Zdoupas

Abstract read
In one paragraph

Article in European journal of investigation in health, psychology and education, 2026. 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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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

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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.

Philippos ZdoupasDepartment for Special Educational Needs, University of Duisburg-Essen, 45217 Essen, Germany.ORCID 0000-0001-8313-4490

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Gender differences in the prevalence of psychosocial problems during adolescence are well established, with girls reporting higher internalizing symptoms and boys higher externalizing symptoms. However, it remains unclear whether these differences extend beyond symptom levels to the structural organization linking psychosocial problems and school well-being (SWB). The present study examined gender-specific network structures comprising internalizing symptoms, externalizing symptoms, and six dimensions of SWB in a sample of 949 secondary school students in Germany (Grades 8-10; 50.6% boys, 49.4% girls). Partial correlation networks were estimated separately for boys and girls using EBIC-regularized graphical models, followed by network comparison tests and centrality analyses. Results indicated no significant differences in global strength, network structure, or individual edges between genders, suggesting a largely shared network structure. Across both networks, internalizing symptoms, particularly symptoms of anxiety and depression, emerged as central and bridging nodes connecting psychosocial problems with multiple dimensions of SWB. Externalizing symptoms showed minor descriptive differences in prominence but did not alter the overall structural pattern. These findings indicate that gender differences in adolescent mental health may reflect differences in symptom intensity rather than fundamentally distinct psychosocial systems, suggesting common structural patterns underlying SWB across gender.

Indexed as

gender differencesmental healthnetwork analysispsychosocial symptomsschool well-being

Identifiers

PMID42041851
PMCPMC13114952

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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.