Bibliographic record
Abstract
The Anti-Counterfeiting Trade Agreement (ACTA) has been seen as a potentially existential threat to the existing World Intellectual Property Organization (WIPO). The ACTA threat to WIPO has a number of predecessors. WIPO’s centrality to international intellectual property norm-setting encountered its first major challenge in 1952 when the Universal Copyright Convention was established under UNESCO. It encountered a second major challenge with the establishment of the Agreement on Trade-Related Aspects of Intellectual Property (the TRIPs Agreement). The ACTA challenge thus potentially represents a third instance where a major competing norm-setting institution has challenged WIPO. This paper outlines the main proposals for an ACTA institution, the various possible forms that an ACTA-WIPO relationship could take, and various strategies that WIPO could use to maintain its role in the international intellectual property system. Finally, it reviews a number of public policy concerns that the institutional proposals for ACTA pose.
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 | 0.010 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.009 | 0.023 |
| Scholarly communication | 0.014 | 0.013 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.014 | 0.013 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".