Related Experiment Video
Updated: Jun 20, 2026

Advancing Dyslexia Assessment in Children Through Computerized Testing
Published on: August 16, 2024
Stability of the factor structure of the metabolic syndrome across pubertal development: confirmatory factor analyses
Elizabeth Goodman1, Chaoyang Li, Yu-Kang Tu
1Department of Pediatrics and Public Health, Floating Hospital for Children at Tufts Medical Center, Tufts University School of Medicine, Boston, MA 02111, USA. egoodman@tuftsmedicalcenter.org
Objective:
To test the fit and stability of 3 alternative models of the metabolic syndrome's factor structure across 3 developmental stages.
Study Design:
With data from the Fels Longitudinal Study, confirmatory factor analyses tested 3 alternative models of the factor structure underlying relationships among 8 metabolic syndrome-associated risks. Models tested were a 1-factor model (A), a 4-factor model (B), and a second-order latent factor model (C). Developmental stages assessed were prepuberty (ages 8-10), puberty (ages 11-15), and postpuberty (ages 16-20).
Results:
Convergence was achieved for all developmental stages for model A, but the fit was poor throughout (root mean square error of approximation > 0.1). Standardized factor loadings for waist circumference and body mass index were much stronger than those for fasting insulin at all 3 time points. Although prepuberty and postpuberty models converged for models B and C, each model had problems with Heywood cases. The puberty model did not converge for either model B or C.
Conclusions:
The hypothetical structures commonly used to support the metabolic syndrome concept do not provide adequate fit in a pediatric sample and may be variable by maturation stage. A components-based approach to cardiovascular risk reduction, with emphasis on obesity prevention and control, may be a more appropriate clinical strategy for children and youth than a syndromic approach.
Related Concept Videos
Mechanistic Models: Compartment Models in Individual and Population Analysis
Signs of Puberty
Mechanistic Models: Overview of Compartment Models
Three Developmental Domains
Physical Development
Physical processes, also known as maturation, encompass the biological changes that occur across an individual's life. These changes begin with genetic inheritance and continue through various stages, including growth in height and weight,...
Pharmacokinetic Models: Comparison and Selection Criterion
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
Factors Affecting Illness
For instance, risk factors are connected to illness, disability,...

