"For the Good of the Child": The Colonial Machinations of Child Welfare 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
Although residential schools no longer exist today, the systems of oppression which allowed them to operate continue. These systems have existed non-linearly throughout time, as the past, present, and future effects of colonialism intersect in the lives of First Nations. The spiritual successor of the residential school project can be viewed in many contemporary structures; specifically, in the institutionalized violence accumulated within the child welfare system. In this paper, I argue that the contemporary child welfare system in Canada, as it relates to both on- and off-reserve First Nations children, is the modern-day successor of the Indian Residential School System. Specifically, the strategies of racialization and subalternation underpinning the colonial machine, and exemplified within the residential school system, have surreptitiously reformed into the child welfare system.
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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 | 0.004 | 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