Understanding Cognitive Heterogeneity in Children Referred to Mental Health Services: Evidence from a Large Clinical Sample

Background: General ability and verbal–performance organisation are established features of Wechsler batteries, while the diagnostic value of subtest profile types remains contested. We examined whether ten WISC-R subtests in a large clinical referral sample contained reproducible profile-based groups beyond the overall cognitive level. Methods: Ten WISC-R subtests from 1261 children in a single-centre child psychiatry archive were analysed using principal components, parallel analysis, an orthogonal bifactor model, Gaussian mixtures with multiple covariance structures, k-means, level-free profile analyses, and 500 subsample stability replications. Results: The first component accounted for 50.4% of the variance and correlated with Full-Scale IQ (r = 0.997). The second accounted for 11.0% and closely tracked PIQ-VIQ (r = 0.942); the parallel analysis retained only the first component. A bifactor model showed a strong general factor (omega-hierarchical = 0.814; explained common variance = 0.767). Raw-score k-means produced a reproducible higher-versus-lower level split (mean Full-Scale IQ 101.4 vs. 71.6; silhouette = 0.261), but, after removing the general level, the full- and equal-covariance mixture models selected one class, and forced k-means solutions had silhouettes of 0.08–0.12. Conclusions: Within the ten WISC-R variables examined, no clearly separated profile-based subtypes were detected beyond graded differences in the general level and verbal–performance balance. These findings concern the internal structure of one battery in one clinical referral sample and do not establish the absence of clinically meaningful subtypes defined by broader functional measures.

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Journal
Children
Published
2026-10-08
DOI
https://doi.org/10.3390/children13101365
Primary Topic
Psychological Testing and Assessment
Type
article
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article

Understanding Cognitive Heterogeneity in Children Referred to Mental Health Services: Evidence from a Large Clinical Sample

Sidika Gulkan Ozkan, Abdullah Ayaz
Children
Psychological Testing and Assessment
article

Understanding Cognitive Heterogeneity in Children Referred to Mental Health Services: Evidence from a Large Clinical Sample

Sidika Gulkan Ozkan, Abdullah Ayaz
article en

Abstract

Background: General ability and verbal–performance organisation are established features of Wechsler batteries, while the diagnostic value of subtest profile types remains contested. We examined whether ten WISC-R subtests in a large clinical referral sample contained reproducible profile-based groups beyond the overall cognitive level. Methods: Ten WISC-R subtests from 1261 children in a single-centre child psychiatry archive were analysed using principal components, parallel analysis, an orthogonal bifactor model, Gaussian mixtures with multiple covariance structures, k-means, level-free profile analyses, and 500 subsample stability replications. Results: The first component accounted for 50.4% of the variance and correlated with Full-Scale IQ (r = 0.997). The second accounted for 11.0% and closely tracked PIQ-VIQ (r = 0.942); the parallel analysis retained only the first component. A bifactor model showed a strong general factor (omega-hierarchical = 0.814; explained common variance = 0.767). Raw-score k-means produced a reproducible higher-versus-lower level split (mean Full-Scale IQ 101.4 vs. 71.6; silhouette = 0.261), but, after removing the general level, the full- and equal-covariance mixture models selected one class, and forced k-means solutions had silhouettes of 0.08–0.12. Conclusions: Within the ten WISC-R variables examined, no clearly separated profile-based subtypes were detected beyond graded differences in the general level and verbal–performance balance. These findings concern the internal structure of one battery in one clinical referral sample and do not establish the absence of clinically meaningful subtypes defined by broader functional measures.

ChildrenVol. 13(10)
Kütahya Dumlupınar Üniversitesi (TR), Sağlık Bilimleri Üniversitesi (TR)
Openalex Percentile: Top 8%
Psychological Testing and Assessment
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Understanding Cognitive Heterogeneity in Children Referred to Mental Health Services: Evidence from a Large Clinical Sample — Sidika Gulkan Ozkan, Abdullah Ayaz · Children (2026) | TGRS Research Map | TGRS