Evidence map›Paper›PMID 42597401›Full record

ArticleFrontiers in psychology2026

Multidimensional profiles of adolescent functioning: academic, emotional, and relational patterns.

Millicent Aziku, Xinyi Huang, Denis Djekourmane

Abstract read
In one paragraph

Article in Frontiers in 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

3 authors.

Millicent Aziku *Faculty of Education, Shaanxi Normal University, Xi'an, China.
Xinyi Huang *Faculty of Education, Shaanxi Normal University, Xi'an, China.
Denis DjekourmaneFaculty of Education, Shaanxi Normal University, Xi'an, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Adolescence is a critical developmental period during which young people experience significant academic, emotional, and social challenges. While whole-child developmental frameworks advocate integrating academic achievement with psychosocial wellbeing, limited evidence exists on how these dimensions co-occur to form distinct patterns of adolescent functioning. This study identified multidimensional profiles of adolescent functioning across academic, emotional, and relational domains and examined differences in student background characteristics across these profiles. Methods: Data were drawn from the Programme for International Student Assessment (PISA) 2022 and included 135,348 adolescents (M age = 15.92 years, SD = 0.28) from 15 countries and economies. Latent Profile Analysis (LPA) was conducted using indicators of academic achievement, school belonging, teacher support, emotional wellbeing, and flourishing experiences to identify distinct profiles of adolescent functioning. Differences in student background characteristics across the identified profiles were subsequently examined. Results: Six distinct profiles of adolescent functioning were identified. One profile exhibited high academic achievement but relatively weak school belonging, lower emotional wellbeing, and reduced flourishing experiences, indicating that strong academic performance does not necessarily coincide with positive psychosocial functioning. In contrast, another profile demonstrated comparatively lower academic achievement alongside strong psychosocial functioning. Significant differences in student background characteristics were observed across the six profiles, suggesting that adolescents' developmental experiences vary systematically according to their personal and contextual characteristics. Discussion: The findings support the multidimensional nature of adolescent development and extend the whole-child developmental framework by demonstrating that academic success and psychosocial wellbeing do not always develop in tandem. These results highlight the importance of educational policies and interventions that simultaneously promote academic learning and students' emotional and relational wellbeing to foster more balanced developmental outcomes.

Indexed as

academic achievementadolescencelatent profile analysisschool belongingwhole-child development

Identifiers

PMID42597401
PMCPMC13469240

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.