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
Copyright policy, like other major areas of public policy, requires a solid anchoring in fundamental principles. The perceived need to anchor copyright debates in a solid policy context and, hence, to develop a coherent (and hopefully convincing) narrative has been the subject of excellent contemporary research. We are indebted to a number of scholars for their work in this area. The attempt to find normative applications from a historically derived model for copyright is not either. However, the research thus far tends to provide a blurred picture, by espousing justiflcatory theories based on one or many of the following: commercial and personal Interests of authors, understood as property and/or liability rules; commercial interests of publishers and other “rights holders”; and/or the social costs of overprotection and the related economic‐driven search for an optimal point of protection. This article looks at pieces in the Canadian narrative puzzle and tries to present a faithful picture of its current stage of evolution. To do so, however, a detour via England is required, because that is whence the soil from Which the Canadian narrative comes. This historical detour will be the focus of Part 1. Part III will suggest a path for the next stages of the Canadian narrative that is both consistent with international norms and hopefully useful in moving the debate forward. The part ends with a brief look at the impact that the linkage with trade rules may have on copyright.
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 | 0.001 | 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) | 0.003 | 0.001 |
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