Bibliographic record
Abstract
As Malaysia attempts to expand access for their minority groups using international branch campuses (IBCs), the IBC emphasis on developing students into tech-savvy, English-speaking, business leaders is leading to divisions based on language and ability that present new accessibility challenges. This chapter draws on the findings from a qualitative study conducted at three IBCs in the greater Kuala Lumpur area of Malaysia to understand how IBCs both facilitate and obstruct access to higher education for Malaysia's diverse population, and to reframe how access is understood in an area of cross-border higher education. This study found that: a) the instructional approach used in the business degrees at Malaysia's IBCs provides a very different pedagogical experience for students compared with the forms of instruction at their secondary schools; b) the new English-only, group-based learning highlights students' ethnic and linguistic differences; and c) students' successful transition to the surrounding business sector depends on their ability to acquire skills offered at the IBC.
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".