Should Governments be Above the Law? The Canadian Human Rights Tribunal on First Nations Child Welfare
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
Many child welfare statutes protect children when caregivers jeopardise their safety and best interests, but what if the risk is sourced in government child welfare policy or practice? Instead of including provisions to hold governments accountable for placing children in harm's way, governments and their agents are largely protected against any systemic maltreatment claims made against them. This paper describes a precedent-setting case before the Canadian Human Rights Tribunal attempting to hold the Canadian federal government accountable for its systemic failure to ensure that First Nations children are protected from maltreatment linked to inequitable federal child welfare funding on reserves. The case is a rare example using an independent judicial mechanism with the authority to make binding orders against the government and enveloping the proceedings in a public education and engagement movement. Implications of the case for child rights in Canada and abroad are discussed.
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 | 0.027 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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