Immigration Bill 2007: Special Advocates and the Right to be Heard
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 increasing role of "special advocates" in common law jurisdictions raises fundamental questions about the development of the law in response to new challenges and the extent to which individual rights can be abrogated in the name of national security. Special advocates are employed to examine and challenge classified evidence, withheld from affected persons and their legal advisors, in closed proceedings. They are, notionally, representing the affected person, but face an almost complete restriction on communication once exposed to the classified evidence. This is strikingly at odds with long-established norms of advocacy and a fair hearing, leading the United Kingdom Joint Committee on Human Rights to describe the system as "Kafkaesque". The special advocate function, widely utilised in the United Kingdom, will be statutorily introduced into New Zealand with the passing of the Immigration Bill 2007, mirroring a similar development in Canada. The Bill extends the use of classified information in immigration decision-making and allows for special advocates to examine and challenge classified evidence in review, appeal or detention proceedings. That Bill is the subject of this article.
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 | 0.001 | 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 | 0.000 |
| 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