L2 Academic Discourse Socialization through Oral Presentations: An Undergraduate Student’s Learning Trajectory in Study Abroad
Bibliographic record
Abstract
The present study provides an in-depth, longitudinal account of an undergraduate student’s L2 discourse socialization in an academic exchange program in Canada. By invoking Rogoff’s (1995) notion of participatory appropriation, this qualitative case study examined an L2 student’s task-related strategies and performance as they evolved over time in a study-abroad context. Thus, it revealed the cumulative effects of her participation in the development of knowledge and skills required to accomplish her academic presentation tasks at an appropriate level of sophistication. Data, collected over an entire academic year, included audio-recorded observations, in-depth interviews, and relevant written products. The findings indicate that the focal student’s academic discourse socialization was a dynamic, intertextual process of acting continuously on the challenges and opportunities that her previous experiences afforded her. Her participation was both guided by different co-participants and contingent upon the series of agentive choices that she made about her tasks.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.005 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".