Who Is Worthy of Constitutional Protection? A Commentary on Ewert v 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
On June 13, the Supreme Court of Canada (SCC) ruled in Ewert v Canada [2018 SCC 30] that by assessing the risk level presented by Indigenous prisoners with tools verified only on non-Indigenous individuals, Correctional Service of Canada (CSC) failed to meet their statutory duty under s. 24 of the Corrections and Conditional Release Act (CCRA) to utilize only accurate information in their risk assessments. The Court stated that CSC has a duty to account for the systemic discrimination Indigenous people undergo in the criminal justice system, in general, and in prisons, in particular. However, the SCC found that, despite utilizing tools that may be discriminatory towards Indigenous individuals, there was no violation of Charter rights. This result perpetuates an ugly truth about Canada’s democracy: constitutional protection does not apply the same to everyone.
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 | 0.000 |
| 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) | 0.002 | 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