Administrative Tribunals in the Common Law World
Bibliographic record
Abstract
Administrative tribunals are a vital part of the public law frameworks of many countries.This is the 1st edited book collection to examine tribunals across the common law world. It brings together key international scholars to discuss current and future challenges. The book includes contributions from leading scholars from all major common law jurisdictions – the UK, the USA, Canada, Australia, New Zealand, Ireland, Israel, Hong Kong, Singapore, India and South Africa. This global analysis is both deep and expansive in its coverage of the operation of administrative tribunals across common law legal systems. The book has two key themes: one is the enduring question of the location and operation of tribunals within public law systems; the second is the continued mission of tribunals to provide administrative justice. The collection is an important addition to global public law scholarship, addressing common problems faced by the tribunals of common law countries, and providing solutions for how tribunals can evolve to match the changing nature of government.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.010 | 0.011 |
| Scholarly communication | 0.017 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.012 | 0.003 |
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".