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
Post-secondary education, often referred to as “the new buffalo,” is a contentious but critically important issue for First Nations and the future of Canadian society. While First Nations maintain that access to and funding for higher education is an Aboriginal and Treaty right, the Canadian government insists that post-secondary education is a social program for which they have limited responsibility.In The New Buffalo, Blair Stonechild traces the history of Aboriginal post-secondary education policy from its earliest beginnings as a government tool for assimilation and cultural suppression to its development as means of Aboriginal self-determination and self-government. With first-hand knowledge and personal experience of the Aboriginal education system, Stonechild goes beyond merely analyzing statistics and policy doctrine to reveal the shocking disparity between Aboriginal and Canadian access to education, the continued dominance of non-Aboriginals over program development, and the ongoing struggle for recognition of First Nations run institutions.
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 | 0.001 | 0.000 |
| 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