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David Voas; Laura Watt – Teaching Statistics: An International Journal for Teachers, 2025
Binary logistic regression is one of the most widely used statistical tools. The method uses odds, log odds, and odds ratios, which are difficult to understand and interpret. Understanding of logistic regression tends to fall down in one of three ways: (1) Many students and researchers come to believe that an odds ratio translates directly into…
Descriptors: Statistics, Statistics Education, Regression (Statistics), Misconceptions
David A. Klingbeil; Alexander D. Latham; Jessica S. Kim; Madeline C. Schmitt – Psychology in the Schools, 2025
Several researchers have called for schools to interpret universal screening results using posterior probabilities. Following this recommendation could require schools to move away from direct-route, single-measure screening unless base rates of risk fall within a narrow range. In this descriptive study, we investigated two questions surrounding…
Descriptors: Reading Skills, Mathematics Skills, Screening Tests, Test Results
Zequn Zheng; Dihui Cai – Journal of Attention Disorders, 2025
Background: While observational studies have established a connection between attention deficit hyperactivity disorder (ADHD), autism spectrum disorder (ASD), and heightened risk for cardiovascular diseases (CVD), the causal relationships are not well-defined. This study is designed to examine the causality between ASD, ADHD, and CVD risk as well…
Descriptors: Attention Deficit Hyperactivity Disorder, Autism Spectrum Disorders, Heart Disorders, Correlation