Bibliographic record
Abstract
This paper considers whether such initiatives are a desirable alternative to the current system of exclusive proprietary copyrights. My goal is not to evaluate the nuances of any particular levy scheme or proposal, but to consider the implications of the concept from a specifically Canadian perspective. Despite the generality of the analysis, many of the observations and conclusions about the viability of levy schemes relate to Canada’s actual experiences with its existing private copying levy.\nThe paper concludes that tariffs or levies on the products and services of third parties are not the best method to support the Canadian music industry in the digital environment. A new levy should not be imposed on iPods, digital memory cards, computer hard drives, other digital devices, nor should there be a levy applied to Internet access. Indeed, Canada’s existing private copying levy should be eliminated or substantially overhauled.
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.
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 | 0.005 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.027 | 0.015 |
| Scholarly communication | 0.021 | 0.005 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.012 | 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".