Related Experiment Video
Updated: Jan 21, 2026

Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
Published on: December 9, 2022
Using polytomous latent class analysis to compare patterns of substance use and co-occurring health-risk behaviors
Karen E Johnson1, Adam Sales2, Lynn Rew3
1School of Nursing; Faculty Research Associate, Population Research Center, The University of Texas at Austin, 1710 Red River, Austin, TX, 78712, USA.
Introduction:
Alternative high school (AHS) students, an understudied and underserved population, experience educational, social, and health disparities relative to students in mainstream high schools. Disparities in single types of substance use are particularly high, yet no known studies have compared patterns of substance use or relationships between these patterns and other health-risk behaviors between AHS and mainstream high schools.
Methods:
Using data from the Texas Alternative School Health Survey (n = 515; mean age 17.1 years, 49% male, 59% Hispanic, 23% White, 15% Black) and the Texas Youth Risk Behavior Survey (n = 2,113; mean age 16 years, 47% male, 64% Hispanic, 22% White, 7% Black), we used latent class analyses to compare patterns of substance use in AHSs and mainstream high schools. We used latent class regression to examine relationships between patterns of substance use and involvement in other health-risk behaviors in each school setting.
Results:
Students in AHSs and mainstream high schools had similar patterns of substance use, and youth in higher risk categories engaged in higher levels of other health-risk behaviors. A substantially greater proportion of AHS students, however, fell into the moderate and high use categories, in support of continuing disparities for AHS students.
Conclusions:
Additional support is needed in AHSs to address the prevalence of high-risk patterns of substance use and associated health-risk behaviors. For example, ongoing public health surveillance is needed in AHSs, just as is done in mainstream high schools, to monitor trends in substance use and impact of policies and interventions.
Related Concept Videos
Comparing Experimental Results: Student's t-Test
Assessment of the Gastrointestinal System II: Health Perception Pattern
Health Perception Patterns
Health perception patterns offer valuable insights into a patient's lifestyle habits and how they may impact their GI health. These patterns include:
Comparing the Survival Analysis of Two or More Groups
Regulation of Expression Occurs at Multiple Steps
Transcription results in the generation of precursor (pre-mRNA) that consists of both exons and introns, which needs further processing before being translated to a...
Regulation of Expression Occurs at Multiple Steps
Student t Distribution
The Student t distribution was developed by William S. Goset (1876–1937) of the...

