Judiciaries in Crisis — Some Comparative Perspectives
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The well known writings and other contributions of Professor Zines on the High Court's interpretation of Australia’s Constitution and public law generally have justly earned him the admiration and deep respect of eminent jurists both within Australia and abroad. His interests extended to courts in other western liberal democracies. In a book based on a series of lectures delivered at the University of Cambridge under the auspices of the Smuts Memorial Fund, Professor Leslie Zines ventured into a comparative study of, inter alia, the role of the courts in the United Kingdom, Canada, Australia and New Zealand. He noted that Canada, Australia and New Zealand share the common feature of the perplexing difficulty of pin-pointing an exact date when these countries obtained their independence from Britain. In other countries which were former British colonies, the date of independence could largely be identified by the date when the Union Jack was lowered and a new national flag was unfurled.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it