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
Friendship group activities, as one of the learner-centered applications of collaborative learning, promotes learners’ overall abilities and have been warmly welcomed into English as a foreign language (EFL) classes in China. However, because of the complexity of the multi-level classroom life, sometimes this application becomes problematic in the actual practice. To tackle this problem and illustrate the dynamic characteristics of collaborative language learning, further investigation into friendship groups from the students’ perspective is necessary. The present study was conducted through qualitative research with six semi-structured interviews, which aimed to elicit learners’ in-depth views on group work in the actual language classrooms and create a more suitable facilitative classroom environment for future students. The findings show that the fundamental factors, such as culture, teacher guidance and group processing have significantly impacted students’ performance and participation. This impact may have important implications for implementing collaborative language learning in future EFL contexts.
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 | 0.004 |
| 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 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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