A Delicate Balance: Re Charkaoui and the Constitutional Dimensions of Disclosure
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
<p>[Introduction]: "In the wake of 9/11, Canada quickly adopted a wide range of new criminal law provisions designed to more effectively prevent and punish transnational terrorist activity.1 Despite the availability of these measures, counter-terrorism policy has since been pursued primarily through immigration law. This is in some ways unsurprising. While transnational terrorist activities span jurisdictions, the jurisdictions of law-enforcement agencies are generally domestically bounded, limiting their independent ability to launch effective investigations and prosecutions. Immigration law helps coordinate Canadian, foreign, and international counter-terrorism strategies by facilitating the movement of alleged terrorists to jurisdictions where they may be prosecuted more effectively or more conveniently. From the government’s standpoint, an added advantage is that evidentiary burdens and standards of proof are far lower in deportation proceedings than in criminal proceedings, making it easier to reduce the threats that some non-citizens may pose to Canadian national security."</p>
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 | 0.001 |
| 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