A Comparative Study on Perceptions of English Teachers’ Mediation Between Private University Teachers and Students
Bibliographic record
Abstract
Mediation theory facilitates teachers and students to tackle the barriers in English teaching and learning process. It offers a sound systematic theoretical fort on which teachers could rely, redefines teachers’ roles and functionings in the process of learners’ cognitive development and growing self-regulations. The famous psychologist Lev Vygotsky (1978) raised notions in his ZPD theory, Feuerstein (1980) illuminates capable adults as mediators, and defined twelve main features of mediation, which has empirical study value for English teaching. Thus, through quantitative and qualitative research, this paper aims to investigate the perceptions of English teachers’ mediation between private university teachers and students, analyze and compare the similarities and differences between them. The results reveal that both teachers and students coming from the two private universities have been aware of the importance of teachers’ mediation, however, have different perceptions in the frequency of teachers’ mediation. Teachers’ actual employment on mediation is weaker than their beliefs on the importance of it.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".