Globalization, Internationalization, and the Recruitment of International Students in Higher Education, and in the Ontario Colleges of Applied Arts and Technology
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 paper explores general issues relating to globalization and higher education; the internationalization of higher education, and particularly the recruitment of international students. This subject is examined through a range of topics around the global development of the market approach to the recruitment of international students and a focus on the current situation regarding the recruitment of international students in the Colleges of Applied Arts and Technology in Ontario (CAATs). As the number of international students seeking educational opportunities grows to 7 million over the next 20 years, the ability of the CAATs, the Canadian educational system, and the governments of Ontario and Canada to market the welcoming and safe multicultural Canadian experience, and the excellence of the educational offerings and opportunities in CAATs to potential international students will, in great measure, determine their success and their survival in an increasingly globalized world.
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 | 0.001 | 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 | 0.000 | 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