Equality, Non-Discrimination and Work-Life Balance in Canada
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
The principle that everyone has a right to equal treatment was first entrenched in Canadian law in the aftermath of the Second World War when legislation began to be enacted prohibiting discrimination on the basis of sex, race and religion. Since that time, the grounds of prohibited discrimination have steadily increased. These grounds will be discussed in greater detail in the answer to question 1. Because Canada is a federal state and courts have held that legislative authority over human rights is primarily a matter of provincial jurisdiction, there is no uniform law of Canada. Nevertheless, the provisions of statutory human rights codes (HRCs) are quite similar across the country. There is, however, a second, more recent source of equality rights, and that is section 15 of the Canadian Charter of Rights and Freedoms (Charter), which came into force in 1985. Section 15 guarantees the “right to the equal protection and equal benefit of the law without discrimination and, in particular, without discrimination based on race, national or ethnic origin, colour, religion, sex, age or mental or physical disability” but also applies to other analogous grounds that courts may identify. The Charter is part of Canada’s constitution and thus is national in scope. However it only applies to state action and so while it does not apply to private employers, it can be used to challenge legislation that violates equality rights as well as actions performed by government in its role as an employer.
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 | 0.000 | 0.001 |
| 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 | 0.000 |
| 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