We investigated methods to enhance the generalizability of large language models (LLMs) designed to classify dimensions of collaborative discourse during small group work. Our research utilized five diverse datasets that spanned various grade levels, demographic groups, collaboration settings, and curriculum units. We explored different model…

This longitudinal qualitative case study contextualizes the dynamic interplay of race, language, and disability through a conceptual framework grounded in the principles of Raciolinguistics, DisCrit theory, and Intersectionality to surface the tensions between the way a language-racialized student labeled as a 'long-term English learner' and…

Schools represent a central meeting place where societal inequalities are reproduced and questions of social justice become important. This study focuses on categorisations related to race, nationality, and gender in interactions in Finnish teaching environments, as well as teacher reflections on these situations. We discuss the implications of…

Academic discourse communities and learning circles are characterized by collaboration, sharing commonalities in terms of social interactions and language. The discourse of these communities is composed of jargon, common terminologies, and similarities in how they construe and communicate meaning. This study examines the extent to which discourse…

It has previously been shown that the effective use of dialogic instruction has a positive impact on student achievement. In this study, we investigate whether linguistic features used to classify properties of classroom discourse generalize across different subpopulations. Results showed that the machine learned models perform equally well when…

Coherence as one of the criteria for textuality is the main element of a well-produced text. In the literature, there are many studies on the classification of coherence relations. Although there are different classifications on coherence relations, similar findings are reported regarding the acquisition order of coherence relations in different…

The goal of this study was to develop a classification for a range of discourse patterns that occur in text-based asynchronous discussion forums, and that can aid in the distinction of three modes of discourse: knowledge sharing, knowledge construction, and knowledge building. The dataset was taken from Knowledge Forum® databases in the Knowledge…

A content analysis of early adolescent X-bar = 12.02 years) Latino girls' (n = 44) responses to open-ended questions embedded in an electronic survey was conducted to explore strategies girls may use to resist peer pressure with respect to sexual behavior. Analysis yielded 341 codable response units, 74% of which were consistent with the REAL…