Background: Over the last two decades, teachers' use of models has been frequently highlighted as a possible future for physical education. Literature has also shown that collaborations between teachers and researchers can be effective in supporting teachers not only to successfully implement but also sustain their long-term use of models Despite…

Given the rapid adoption of machine learning methods by education researchers, and the growing acknowledgment of their inherent risks, there is an urgent need for tailored methodological guidance on how to improve and evaluate the validity of inferences drawn from these methods. Drawing on an integrative literature review and extending a…

Physics education researchers are interested in using the tools of machine learning and natural language processing to make quantitative claims from natural language and text data, such as open-ended responses to survey questions. The aspiration is that this form of machine coding may be more efficient and consistent than human coding, allowing…

Drawing from the Ability-Motivation-Opportunity (AMO) framework, this paper aims to study the influence of academic researchers' ability, intrinsic and extrinsic motivation, and opportunity on their performance. We conducted an empirical analysis using a sample of 607 academic researchers to examine the relationships between the three AMO…

Thinking about knowledge and knowing ("i.e.", epistemic cognition) is an important part of student learning and has implications for how they apply their knowledge in future courses, careers, and other aspects of their lives. Three classes of models have emerged from research on epistemic cognition: developmental models, dimensional…

Background & Context: Intersectionality theory posits that each individual's unique intersection of identity is integral to understanding their lived experience. Intersectionality theory also understands that social positions interact with oppression to influence an individual's lived experience (Bowleg, 2012; Collins, 2007; Crenshaw, 1989).…