Introduction: Residential Schools and Decolonization
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
“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.
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 | 0.002 | 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 | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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