Academic language and literacy socialization through project-based instruction
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
Project-based instruction has been heralded as a most promising activity that can socialize students into academic language and literacy skills (e.g., Beckett, 1999; Stoller, 1997). However, there is scanty research on project-based instruction in general and fewer still on ESL students’ perceptions of it (Thomas, 2000); furthermore, the few available studies show conflicting results (see Beckett, 2002). This article reports the findings of part of a larger research study conducted to understand how secondary school immigrant ESL students were socialized (taught) to acquire academic language and literacy skills in a public school in Vancouver, Canada. The findings of the study confirm the findings of earlier studies that ESL learners actively construct meaning from project-based instruction, and that some clash exists between language policy, teacher perceptions, and ESL students’ perceptions of this activity. I conclude by taking the discussion of clashes between teachers and students beyond the current cultural model and by making recommendations for further research and practice.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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