Introduction: Residential Schools and Decolonization
Bibliographic record
Abstract
“Home” to more than 150,000 children from the 1870s until 1996, the residential school system was aimed at “killing the Indian in the child” and assimilating First Nations, Métis, and Inuit children into white settler society. It was, in short, a genocidal policy, operated jointly by the federal government of Canada and the Catholic, Anglican, United, and Presbyterian Churches. Children as young as four years old were torn from their families and placed in institutions that were chronically underfunded; mismanaged; inadequately staffed; and rife with disease, malnutrition, poor ventilation, poor heating, neglect, and death. Sexual, emotional, and physical abuse was pervasive, and it was consistent policy to deny children their languages, their cultures, their families, and even their given names. While some children may have had positive experiences, many former students have found themselves caught between two worlds: deprived of their languages and traditions, they were left on their own to handle the trauma of their school experience and to try to readapt to the traditional way of life that they had been conditioned to reject. Life after residential school has been marred for many by alcohol and substance abuse, cycles of violence, suicide, anger, hopelessness, isolation, shame, guilt, and an inability to parent. First Nations leader Phil Fontaine catalysed the struggle for redress in 1990 when he stunned Canada by speaking about his residential-school experience. The second major catalyst was the Royal Commission on Aboriginal Peoples (RCAP) of 1991–1996, which broadly exposed the horrors of residential schools to Canadians and called for a public inquiry.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.010 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.034 | 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".