Human Rights Policy Examined Through the Lens of Canadian Educators’ Policy Intentions
Bibliographic record
Abstract
Canada first indicated its intent to support global human rights through global and federal declarations 75 years ago. Following the Universal Declaration of Human Rights (1948), the Canadian Bill of Rights (1960) emerged. Limited research is available to indicate how the federal intent for every Canadian to achieve full personhood has become articulated in Canadian school leaders' vision, mission statements, and policies. This paper addresses this gap by examining Canadian school leaders' and teacher associations' human rights-related policy intentions. Using critical policy analysis, the research examines publications of human rights-related policies in education, specifically examining the inclusions and omissions as revealed through the educational policies’ stated intentions. The findings indicate that human rights have remained on the policy agenda in Canada throughout the years, and education in the provinces is moving in that direction. Despite this, the study finds that, overall, local education policies lack consistency and appear more oriented toward rhetoric than action.
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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 | 0.010 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.008 | 0.009 |
| Science and technology studies | 0.028 | 0.037 |
| Scholarly communication | 0.019 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 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".