Reform and development of private international law : essays in honour of Sir Peter North
Bibliographic record
Abstract
Introduction 1. The Brussels Convention Becomes a Regulation: Implications for Legal Basis, External Competence, and Contract Jurisdiction 2. Reform of Private International Law by Judges: Canada as a Case Study 3. Forum Selection and Forum Rejection in US Courts: One Rationale for a Global Choice of Court Convention 4. Comity in Modern Private International Law 5. The EU and a Metamorphosis of Private International Law 6. Special Rules of Private International Law for Special Cases: What should we do about Intellectual Property? 7. A Culling of Sacred Cows: The Impact of the EC Insolvency Regulation on English Conflict of Laws 8. The Trust in Private International Law 9. Matrimonial (Marital) Property Rights in Conflict of Laws: A Reconsideration 10. On Some Writers on the Conflict of Laws of Contracts 11. The Hague Conference's Judgments Project 12. Making English Private International Law 13. Declining Jurisdiction under the Brussels I Regulation 2001 and the Preliminary Draft Hague Judgments Convention: A Comparison 14. National Private International Law and International Instruments
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.010 |
| Scholarly communication | 0.006 | 0.009 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.007 | 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".