Bibliographic record
Abstract
O sistema educacional canadense completa quase quatrocentos anos de evolução. De fato, é nos fundos públicos que as instituições de ensino canadenses têm o seu provedor-mor. O financiamento, particularmente no que tange às universidades, já enfrenta inquietantes dilemas, em nível de macro e micro investimentos. No atual cenário econômico, as universidades estão suportando fortes embates. Novos paradigmas de gestão parecem aplicar-se inevitavelmente. Para um país habituado ao modelo de sistemas públicos, como o Canadá, questões em torno da sustentabilidade do financiamento da educação, particularmente a superior, têm motivado grandes discussões e acalorados debates. Vejamos, a seguir, o que está ocorrendo.Abstract: The educational system in Canada has been evoluing over almost four centuries. As a matter of fact, the Canadian institutions are heavily supported by public funds. The university funding system, in particular, is facing disquieting dilemmas concerning investments, at the macro and micro-level as well. In the actual economic setting, universities are facing stronger impacts. New paradigms for the university management seem to be inevitably applicable. For a country used to the public system model, like Canada, concerns around the sustainability of the educational funding, particularly for H.Ed., have been motivating big discussions and hot debates. Following, we show what is on the spot.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".