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 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".