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
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.
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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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