Bibliographic record
Abstract
Journal Article St Mary’s VCNA, LLC v The Government of Canada: An Alleged Abuse of Rights is Revealed in Inadvertently Disclosed Documents, and Now Solicitor–Client Privilege has been Claimed: What is a NAFTA Tribunal to Do? Get access Todd Weiler Todd Weiler 2 2 Counsel in Investment Treaty Arbitration, London, Ontario, Canada; PhD Candidate in History, Western University, Ontario, Canada. Email: todd@treatylaw.com. He served as Co-counsel in Vito Gallo v Government of Canada, a case mentioned further below in which similar issues arose. Unless otherwise indicated, references to the Gallo Arbitration are based upon Dr Weiler’s personal reflections or documents on file with him. None of the opinions expressed herein should be construed as reflecting those of any of his clients, past or present. Search for other works by this author on: Oxford Academic Google Scholar ICSID Review - Foreign Investment Law Journal, Volume 30, Issue 3, Fall 2015, Pages 539–548, https://doi.org/10.1093/icsidreview/siv018 Published: 26 June 2015
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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 | 0.001 | 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 | 0.001 | 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".