Exploring the Perception of Students using Student-Centered Learning Approach in a Malaysian Public University
Why this work is in the frame
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Bibliographic record
Abstract
This study investigated students’ perception towards language courses using student-centered learning approach at University Utara Malaysia (UUM). Students’ perception was measured through a model termed as environmental, cognitive, affective, and metacognitive mediation (ECAM) which is a common teaching and learning technique used in classroom activities. To assess the implementation of ECAM; qualitative analysis was conducted based on observations of students’ activities in two language courses. The findings of the study indicated that the students employed the techniques of ECAM model. However, cognitive mediation learning technique was extensively used by the students. Moreover, audio-taped interviews were also conducted with four voluntary undergraduate students. The findings from the interviews’ interpretation revealed that students also explicit positive viewpoints about student-centered learning approach.
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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 | 0.001 | 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 | 0.000 |
| Open science | 0.001 | 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