Collaboration before Writing: Exploring How Student Talk Contributes to English L2 Written Narratives
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
Previous studies of prewriting discussions have focused narrowly on classifying the type of student talk e.g., content, organization, language) that occurred during a short planning period. However, less is known about how students’ interactions unfold across multiple prewriting discussions in an entire lesson. To gain further insight into the relationship between collaborative talk and individual writing, this case study explores how two ESL students, Lendina and Mateo, interact during three prewriting activities in one lesson. Data sources include transcripts of the students’ discussions, their narrative texts, and perceptions from the students, their teacher, and an observer. Findings revealed that their discussions were characterized by collaboration (e.g., equality, mutuality, and shared epistemic stance), with each activity contributing concepts and lexical expressions to the students’ narratives. Implications for instructors interested in integrating prewriting discussions into their classes are provided.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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