Analysis of UPSI Teacher Clinical Experience In Comparative Perspective and Suggestion for New Teacher Clinical Experience Structure
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 was conducted to compare and discuss the teacher clinical experience structure offered by the Sultan Idris Education University (UPSI) and the chosen universities from Singapore, Hong Kong, Canada, United States of America, United Kingdom, and Australia. This comparative analysis is carried out using a qualitative approach which will focus on the purposes, duration, timing and phases or components of the teacher clinical experience offered by the UPSI and the chosen universities. This analysis has identified that the time allocation for the teacher clinical experience of the UPSI was too short; the timing for pre-service teachers to undergo teacher clinical experience was inappropriate, and the phases or components of teacher clinical experience adopted was insufficient. This paper will suggest a new teacher clinical experience structure and provide implications that can be learnt by the UPSI from other universities abroad to enhance its existing teacher clinical experience.
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 | 0.006 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 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