Terrorism and its legal aftermath: The limits on freedom of expression in Canada’s Anti-terrorism Act & National Security Act
Bibliographic record
Abstract
This analysis aims to demonstrate how s. 83.221 in Bill C-51 is likely to violate freedom of expression guaranteed under the Charter. The first section employs the two-step Irwin Toy analysis to show that the speech offense infringes upon s. 2(b) of the Charter. The second section uses the Oakes test to determine whether the breach of freedom of expression is a reasonable limit. On whether the speech offense can be justified under s. 1 of the Charter as a reasonable limit, the legislation fails at the third and fourth step of the Oakes test. Section three of this paper argues that the amendments contained in Part 7 of the National Security Act 8 (also known as Bill C-59) are improvements to the speech crime in Bill C-51 because they are more likely to satisfy a proportionality test.
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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 | 0.003 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.008 | 0.012 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".