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
In three recent cases, the Supreme Court of Canada provided several pieces of the Canadian copyright policy puzzle. We now know that the economic purpose of copyright law is instrumentalist in nature, namely, to ensure the orderly production and distribution of, and access to, works of art and intellect. The Court added that copyright can not enter carelessly into the private sphere of individual users. By targeting end-users in recent lawsuits, copyright holders have also found out that it is difficult to enforce a right that has not been properly internalized. After reviewing the Supreme Court trilogy of cases, the paper explores the importance of the moral imperative and the almost nonexistent role of Parliament in setting policy at the macro level. In Part 3, the paper proposes two concrete ways to align copyright law with its underlying purpose, especially on the internet. The first is to make existing rights easier to manage by facilitating collective management using the Extended Repertoire (or extended collective licensing system). A compatibility analysis with applicable international norms is provided. The second is a recasting of the copyright rights based on the effect of the use made of the work, not its technical nature.
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 | 0.001 | 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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