Evidence map›Paper›PMID 42211759›Full record

ArticleDialogues in health2026

Co-occurrence of lifestyle and mental health issues in adolescents: A cross-sectional study of the YouthCHAT cohort in Aotearoa New Zealand.

FanZhen Zhou, James Warren, Felicity Goodyear-Smith

Abstract read
In one paragraph

Article in Dialogues in health, 2026. 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

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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

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5 · Who and what money

Authors and funding

3 authors.

FanZhen ZhouSchool of Computer Science, University of Auckland, Auckland, New Zealand.
James WarrenSchool of Computer Science, University of Auckland, Auckland, New Zealand.
Felicity Goodyear-SmithDepartment of General Practice & Primary Health Care, University of Auckland, Auckland, New Zealand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: To identify patterns of co-occurring lifestyle and mental health issues among adolescents aged ≤15 years in Aotearoa New Zealand using data from the YouthCHAT screening tool, and to determine whether distinct clusters of risk profiles are associated with gender or ethnicity. Methods: A cross-sectional analysis was conducted on 11,244 de-identified YouthCHAT electronic psychosocial screens completed between 2019 and 2024 in primary care settings, predominantly serving low socioeconomic school communities. Frequencies of positive screens and help-seeking responses were calculated. Kendall's tau correlations, factor analysis, and k-means clustering were used to examine co-occurrence and derive latent risk clusters. Associations between cluster membership and gender or ethnicity were assessed using chi-squared tests with Bonferroni correction. Results: Three factors explained 44.6% of variance, representing: (1) psychosocial distress, (2) sexual health and identity concerns, and (3) substance misuse. Four clusters emerged: Minimal Issues (79.8%), Distressed (16.3%), Substance Misuse (3.2%), and High Risk (0.6%). Females were overrepresented in the Distressed cluster (3:1 vs males), and Māori youth were disproportionately represented in the High Risk and Substance Misuse clusters ( Conclusion: Distinct clusters of co-occurring lifestyle and mental health issues are evident in early adolescence, with inequitable distribution by gender and ethnicity. YouthCHAT's multi-issue, integrated approach supports early identification of these patterns and aligns with WHO frameworks emphasising comprehensive, holistic adolescent health assessment and targeted support for high-risk groups.

Indexed as

AdolescentCluster analysisCohort studiesCross-sectional studiesHealth risk behavioursMental healthNew Zealand

Identifiers

PMID42211759
PMCPMC13213732

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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.