Cooperative Learning as a Sociocultural Practice
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
This study investigates Chinese immigrant high school students' perceptions of cooperative learning and their interactions during cooperative learning activities in English as a second language (ESL) classes. The findings present a complex picture of cooperative learning in the ESL classroom. The interview results demonstrate that the Chinese students had multiple and contradictory views of cooperative learning. They simultaneously liked and disliked working in groups. The observation data show that these students also produced multiple and conflicting discourses of cooperation, non-cooperation, and mis-cooperation as they worked on cooperative learning tasks. The themes of these contradictory discourses suggest that the Chinese students' everyday lived experiences of cooperative learning in ESL classes were shaped by dilemmatic qualities. The dilemmas these students encountered during cooperative learning tasks seem to derive from conflicting values and practices of the cultural, socio-economic, and educational worlds that these students experienced before and experience now.
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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