In 2021, the U.S. Surgeon General declared a children's mental health crisis, and the Centers for Disease Control and Prevention (CDC) reported an increase in the prevalence of youth mental health needs stating that adolescents are in crisis (Reinert et al., 2021). Since 2021, a significant amount of literature has been published, indicating that,…

This dissertation presents various machine learning applications for predicting different cognitive states of students while they are using a vocabulary tutoring system, DSCoVAR. We conduct four studies, each of which includes a comprehensive analysis of behavioral and linguistic data and provides data-driven evidence for designing personalized…

Mobile electronic devices such as smartphones are playing an increasingly pervasive role in our daily activities. A growing body of literature is beginning to investigate how mobile technology habits might relate to individual differences in cognitive traits. The present study is an investigation into how individual differences in intertemporal…

Experts have a remarkable capability of locating, perceptually organizing, identifying, and categorizing objects in images specific to their domains of expertise. Eliciting and representing their visual strategies and some aspects of domain knowledge will benefit a wide range of studies and applications. For example, image understanding may be…

This study examines the contemporary user patterns that emerged when a new medium--the personal computer and the Internet--was introduced into the user's media ecology. The study focuses on the introductory period and current usage. Data analysis conformed to practices accepted by oral historians (Richie, 2003, and Brundage, 2008), and grounded…