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 chapter describes the institutional arrangements and policy structure of the Canadian university sector as they relate to transferring technology to industry and promoting entrepreneurship among students and the community. In addition to teaching and research, Canadian universities are increasingly expected to be agents of economic development and to commercialise the outcomes of research. Universities experience tension in trying to fulfil this expectation. They are keen to diversify revenue, but debate the fit of commercialisation with their mandate. Further, traditional systems of collegial governance and tenure-based incentives can inhibit commercialisation. The University of Waterloo’s successful record of spinning out companies and interacting closely with its community serves as an example of good practice. There is increased interest in entrepreneurship-related courses, and substantial growth in the number and diversity of offerings. The Master of Business, Entrepreneurship and Technology programme introduced by the University of Waterloo serves as an example. Finally, the policy implications of the Canadian experience are discussed.
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 | 0.000 | 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