Promoting Regional Education Services Integration: APEC University Associations Cross-Border Education Cooperation Workshop: Workshop Report: Kuala Lumpur, Malaysia, 20 – 22 May 2014
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 report has been prepared to summarise discussions at the APEC University Associations Cross-Border Education Cooperation Workshop. The workshop was held in Kuala Lumpur, Malaysia between 20 and 22 May 2014 and was attended by delegates from Australia; Canada; Hong Kong, China; Indonesia; Japan; Korea; Malaysia; Papua New Guinea; The Philippines; Singapore; Thailand; Viet Nam; and the United States. The workshop brought together representatives from university associations, universities and governments to support, pursue and work towards the achievement of the priorities outlined by APEC Economic Leaders. The workshop focused on four key themes within cross-border education cooperation – student mobility, researcher mobility, provider mobility and virtual mobility.
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 | 0.012 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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