The trade-related aspects of intellectual property rights (TRIPS) agreement and access to patented medicines in developing countries - Canada's Bill C-9
Bibliographic record
Abstract
TRIPS strengthened international patent protection, particularly in relation to pharmaceutical patents. A compulsory license mechanism is one of the exceptions from patent protection available under TRIPS. This mechanism applies mainly to domestic market supply. Underdeveloped countries with insufficient pharmaceutical manufacturing capacities are unable to use this exception to import medicines in public health emergencies. To resolve this problem, the WTO General Council’s decision allows the export of generic versions of patented drugs under certain conditions. Canada’s Bill C-9 was the first statute to implement the decision. Bill C-9 bears both humanitarian and TRIPS-like provisions. The role of the Government is unjustifiably limited to participation in administrative and legislative processes, while the main operators in the scheme are the generic manufacturer and partly, the patent holder. This thesis proposes several different models to transform the Bill into a workable system for the export of drugs to underdeveloped countries afflicted with pandemics.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.007 | 0.007 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.019 | 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".