Ten Development Experiences of Canadian Higher Education and the Enlightenment to the Construction of Higher Education System in Anhui Province
Bibliographic record
Abstract
As the major western developed country,the history of Canada's higher education has been 350 years.Lots of modes melted into one,the higher education system with public education as the main body,legalization of higher education,decentralization system to the province,cooperative education which catches up from behind,rigorous three-dimensional structure teaching quality guarantee system,the role of intermediary organizations of higher education,multicultural qualities of higher education,the importance of university ranking,attraction of high-end talent move through the national innovation strategy in the new century,all of these ten higher education development experiences can give the reference and inspiration to the application higher education system under being constructed in Anhui now,in building the higher education system with China(Anhui)characteristics,promoting the construction on a strong province of higher education,making the organic integration between internationalization and localization,the introduction of high-end talent,cooperative aspects in production,learning and research.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.049 | 0.012 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".