Bibliographic record
Abstract
Abstract The revival of interest in comparative constitutional studies, alongside the rise of legal limitations to state action due to investment treaty commitments, calls for a unique analysis of both investment law and comparative constitutional law. The unresolved tensions that arise between the two are only beginning to be addressed by judges. Are courts resisting efforts at diminishing constitutional space as a consequence of new international limits on state capacity? Constitutional Review and International Investment Law: Deference or Defiance? pioneers this discussion by examining how a selection of the highest courts around the world have addressed this potential discord. A comparison of decisions in the US, Europe, Colombia, Indonesia, Israel, and elsewhere reveals that, rather than issuing declarations of constitutional incompatibility, courts are more likely to respond to constitutional tensions indirectly. Their rulings adopt stances that range from hard deference (such as the Peruvian Constitutional Court viewing constitutional law and investment law as entirely compatible) to soft defiance (for example the Colombian Constitutional Court requiring only modest renegotiation of some treaty terms so that they are constitutionally compliant). Readers learn that judges are not aiming to undermine the investment law regime but are seeking to mitigate constitutional collision.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.008 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.016 | 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".