Observing language-related episodes in intact classrooms
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Observations of spontaneous language related episodes (LREs) in actual classrooms capture pedagogical behaviours that may affect the characteristics of LREs. In this study of 87 twelve-year old intermediate francophone EFL students in 3 intact classes, we examined the type, frequency, and resolution of 607 LREs during 20 paired/small group communicative activities (311,000-word, 55-hour corpus). Common findings across classes were the students’ ability to resolve LREs and their focus on lexical issues. However, peer-initiated LREs and attention to grammar were greater in the class where the teacher highlighted task-useful language, provided self-access tools for addressing language needs, and promoted a culture of peer collaboration. Observational research presents methodological challenges and its design limits generalizability. However, the rich description, large data-base and high ecological validity enhance the relevance of the findings for L2 pedagogy.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.007 |
| Insufficient payload (model declined to judge) | 0.007 | 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 it