Evidence map›Paper›PMID 42162202›Full record

ArticleScientific reports2026

A cluster analysis of psychosocial risk and hidden distress in adolescent students.

Tatiana Íñiguez-Berrozpe, Francesco Marcaletti, Carmen Elboj-Saso, Ana Cebollero-Salinas

Abstract read
In one paragraph

Article in Scientific reports, 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.

Tatiana Íñiguez-BerrozpeDepartment of Psychology and Sociology, Faculty of Education, University of Zaragoza, Pedro Cerbuna, 12, 50009, Zaragoza, Spain. tatianai@unizar.es.
Francesco MarcalettiDepartment of Psychology and Sociology, Faculty of Social Sciences, University of Zaragoza, Violante de Hungría, 50009, Zaragoza, Spain.
Carmen Elboj-SasoDepartment of Psychology and Sociology, Faculty of Education, University of Zaragoza, Pedro Cerbuna, 12, 50009, Zaragoza, Spain.
Ana Cebollero-SalinasDepartment of Educational Sciences. Faculty of Education, University of Zaragoza, Pedro Cerbuna, 12, 50009, Zaragoza, Spain. anacebollero@posta.unizar.es.

Funding

Governement of Aragón PROY_S05_24
6 · The paper itself

Abstract

Adolescent mental health problems and suicidal vulnerability have become major public health concerns, requiring more nuanced approaches to the identification of psychosocial risk. This study explores the diversity of adolescent distress from a psychosocial perspective, through a cluster analysis based on indicators of emotional well-being, social ties and mental health. Using data from 1,975 adolescents (aged 11-18), four profiles were identified that combine variables such as loneliness, suicidal ideation, social self-esteem, bullying, emotional regulation, and problematic internet use. The results reveal a particularly worrying profile, characterised by high levels of suicidal ideation despite average levels of social adjustment, suggesting the existence of invisible emotional distress. Another profile stands out for its psychosocial resilience, while the remaining two express distress through conflict or relational and emotional vulnerability. These findings underscore the need for multidimensional detection strategies and differentiated interventions that transcend visible symptoms to prevent mental health risks in adolescence.

Indexed as

Psychological DistressStress, PsychologicalStudentsAdolescentBullyingChildCluster AnalysisFemaleHumansLonelinessMaleMental HealthRisk FactorsSelf ConceptSuicidal IdeationAdolescenceBullyingCluster analysislonelinessProblematic internet usePsychosocial distressSuicidal ideation

Identifiers

PMID42162202
PMCPMC13392369

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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.