The Domestic Implementation of International Law: A Canadian Case Study
Bibliographic record
Abstract
The domestic implementation of international human rights law in Canada occurs through two primary paths. The first path is through the formal domestic implementation of international treaties that have been signed by the federal government. The second path for the implementation of international human rights law in Canada occurs through the adoption of human rights norms upheld by Canadian human rights law, as well as the organizations responsible for enforcing the rights of Canadians. The impact of international law on human rights in Canada is determined primarily by the structure of Canada’s government and its Constitution. The power to enter into binding international bilateral and multilateral agreements is demonstrated by Canada in its capacity as an independent entity with international legal personality. The Charter protects fundamental rights such as freedom of speech, thought, expression, religion, association, peaceful assembly and mobility within Canada.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.015 |
| Science and technology studies | 0.040 | 0.010 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".