Intellectual Property: A Beacon for Reform of Investor-State Dispute Settlement
Bibliographic record
Abstract
This Article attempts to resolve clashes between intellectual property and investor-state dispute settlement (“ISDS”). ISDS clauses contained in bilateral, plurilateral, or multilateral trade and investment agreements give multinational investors (corporations) a right to sue a state in a binding proceeding before an independent arbitral tribunal. This jurisgenerative right to file a claim against a state in an international tribunal with mandatory jurisdiction is exceptional; it is generally reserved to other states. Only multinational corporations can use ISDS to file claims against states in which they invest, provided the state is party to a bilateral investment treaty (“BIT”) or a trade agreement containing an investment chapter (“International Investment Agreement” or “IIA”). The ISDS case filed by the global pharmaceutical company Eli Lilly against Canada based on the invalidation by a Canadian court of two patents was the first direct major clash between IP and ISDS.
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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 | 0.053 | 0.052 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.014 | 0.088 |
| Scholarly communication | 0.022 | 0.038 |
| Open science | 0.005 | 0.011 |
| Research integrity | 0.024 | 0.031 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".