An emerging intellectual property paradigm : perspectives from Canada
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
Contents:PART I: INDUSTRIAL PROPERTY1. The Challenge of Trademarks Law in Canada's Federal and Bijural SystemTeresa Scassa2. A Watershed Year for Well Known or Famous MarksRobert G. Howell3. Canada's Treatment of Geographical Indications: Compliant or Defiant? - An International PerspectiveDianne Daley4. From Pasteur to Monsanto: Approaches to Patenting Life in CanadaMark Perry5. Canadian Pharmaceutical Patent Policy: International Constraints and Domestic PrioritiesMelanie Bourassa Forcier and Jean-Frederic MorinPART II: COPYRIGHT6. Canadian Colonial Copyright: The Colony Strikes BackPierre-Emmanuel Moyse7. Canadian Originality: Remarks on a Judgment in Search of an AuthorAbraham Drassinower8. Moral Rights in Canada: An Historical and Comparative ViewElizabeth Adeney9. A Uniquely Canadian Institution: The Copyright Board of Canada Daniel J. GervaisPART III: OVERLAPPING ISSUES10. Battleground Between New and Old Orders: Control Conflicts Between Copyright and Personal Data ProtectionMargaret Ann Wilkinson11. When Intellectual Property Rights Converge - Tracing the Contours and Mapping the Fault Lines 'Case by Case' and 'Law by Law' Myra J. Tawfik12. Surfacing: The Canadian Intellectual Property IdentityYsolde Gendreau
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.023 | 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