FROM TRIPS-PLUS TO RIGHTS-PLUS? EXPLORING RIGHT TO HEALTH IMPACT ASSESSMENT OF TRADE-RELATED INTELLECTUAL PROPERTY RIGHTS THROUGH THE THAI EXPERIENCE
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
Current international trade rules such as the WTO Agreement on Trade-Related Aspects of Intellectual Property Rights (TRIPS) may restrict domestic policy options to increase access to affordable medicines. This impact is amplified in bilateral and regional free trade agreements containing stronger TRIPS-Plus intellectual property rights. These rules may run counter to the human rights imperative to increase access to affordable medicines, with deleterious impacts on individual and population health. This paper explores the feasibility of implementing an impact assessment tool drawn from the international human right to health to measure and remediate these impacts. It explores the potential utility of this tool against the backdrop of law, theory and politics
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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