Nonpartisanship of Agents of Parliament: Bill C-520’s Redundant and Likely Unconstitutional Approach
Bibliographic record
Abstract
Bill C-520 was introduced to ensure the non-partisanship of agents of Parliament and their staff. Partisan activities, however, are already regulated by the Public Service Employment Act and the Values and Ethics Code for the Public Sector. The bill would require public servants to disclose partisan history even though such history cannot be taken into account in hiring or retention; to disclose any intentions to engage in partisan activities even though such activities are already prohibited if they would impair one’s real or apparent impartiality; and to solemnly affirm a narrow version of the Values and Ethics Code for the Public Sector they already sign when accepting employment. Furthermore, Bill C-520 runs roughshod over employees’ Charter rights and freedoms by attempting to compel expression and seemingly encouraging discrimination in hiring. The bill discourages political association, without adequate regard to the constitutional requirements set out by the SCC in Osborne that individual circumstances be taken into account when restricting public servant’s political freedoms. In sum, significant portions of the bill are duplicative of existing regulation, introduce ambiguity into the regime for the regulation of public servants, and are of dubious constitutionality.
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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 | 0.017 | 0.037 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.009 |
| Scholarly communication | 0.013 | 0.005 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.024 | 0.016 |
| Insufficient payload (model declined to judge) | 0.007 | 0.003 |
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".