Recent advancements in large language models (LLMs) hold significant promise for improving physics education research that uses machine learning. In this study, we compare the application of various models for conducting a large-scale analysis of written text grounded in a physics education research classification problem: identifying skills in…

Analogical comparison of 2 provided cases promotes spontaneous analogical transfer by encouraging a more abstract representation of a target principle. This is widely understood as a process of schema abstraction that aids retrieval from memory in the absence of superficial similarity. The category status hypothesis states that if knowledge about…

In accord with structural alignment theory, same-category comparison opportunities within a classification learning task should promote relational category acquisition. However, a straightforward merging of the classification paradigm with copresentation of same-category item pairs does not yield an advantage relative to an equal number of…

This article discusses why and how states are integrating "DC:0-5™: Diagnostic Classification of Mental Health and Developmental Disorders of Infancy and Early Childhood" (DC:0-5) into state policy and systems; provides state examples to highlight some of the strategies that states have used to allow, promote, or require the use of…

Studying history offers us important lessons: it helps to point out concepts which repeat and suggests errors so that we can adjust our path. This study attempted to uncover changes in higher educational mission statements over time in the western New York area. By exploring changes in institutional mission statements, the researcher hopes to add…

With the 2015 passage of the "Every Student Succeeds Act" (ESSA), the oversight of language policy in U.S. schools shifted from federal to state governance. Although the education of students officially designated as English learners (ELs) has historically been grounded in federal law, we argue that ELs' educational experiences are also…

Policymakers usually leave decisions about scaling the scores used for accountability to their appointed technical advisory committees and the testing contractors. However, scaling decisions can have an appreciable impact on school ratings. Using middle-school data from New York State, we examined the consistency of school ratings based on two…

Category information is used to predict properties of new category members. When categorization is uncertain, people often rely on only one, most likely category to make predictions. Yet studies of perception and action often conclude that people combine multiple sources of information near-optimally. We present a perception-action analog of…

Capitalizing on the findings in our preceding study of a purely theoretical model, this paper aims to empirically examine whether and to what extent public universities' institutional missions have transformed in recent years in the States of California and New York by quantifying a degree of functional diversification of universities. We focus on…

Two experiments tested how the "functional form" of the causal relations that link features of categories affects category-based inferences. Whereas "independent causes" can each bring about an effect by themselves, "conjunctive causes" all need to be present for an effect to occur. The causal model view of category…

The PDD Behavior Inventory (PDDBI) has recently been shown, in a large multisite study, to discriminate well between autism spectrum disorder (ASD) and other groups when its scores were examined using a machine learning tool, Classification and Regression Trees (CART). Discrimination was good for toddlers, preschoolers, and school-age children;…

This study examines differences in English language comprehension, reading fluency, and executive functions among Spanish-English bilinguals with reading difficulties. Reading difficulties examined included general reading difficulties, defined by low word reading and reading comprehension, and specific-reading comprehension difficulties, defined…

In New York State, private and religious schools are required to offer a curriculum "substantially equivalent" to what is available in local public schools. Substantial equivalency--which has been law for nearly 130 years--allows parents to direct the education of their children by enrolling them in the school of their choice, while also…

Young people are repeatedly promised that internships will pave the way to the career of their dreams by providing the 'hands-on experience' necessary to differentiate themselves in a fierce job market. However, in many industries, internships -- and increasingly unpaid internships -- have become the obligatory norm. Young people quickly learn…

We investigated the effect of co-presenting training items during supervised classification learning of novel relational categories. Strong evidence exists that comparison induces a structural alignment process that renders common relational structure more salient. We hypothesized that comparisons between exemplars would facilitate learning and…