Affiliated Schools and Public–Private Partnerships in Manitoban Education
Bibliographic record
Abstract
In a global and national neoliberal context, this chapter examines the development of Manitoba offshore affiliated schools’ programs and their publicâ€"private partnerships (P3s), with a focus on the provincial school in Egypt. Using the literature available in this area and a variety of governmental and school policy documents, the chapter analyses how the affiliated schools’ program is developed and managed in Manitoba, how the public education and international school systems have recently developed in Egypt, and the developmental contexts of these affiliated schools and the implications of their partnerships on public education systems in both jurisdictions, Manitoba and Egypt. The discussions suggest that the development of Manitoba offshore affiliated schools and their P3s has contradictory implications for both Manitoba and the host jurisdictions. An examination of the provincial schools in Egypt reveals that these partnerships primarily benefit the source jurisdiction, which is Manitoba, and the overseas private business partners with no significant benefits to the public education system of the host country, which is Egypt in this case, if not challenged.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".