Indigenization as inclusion, reconciliation, and decolonization: navigating the different visions for indigenizing the Canadian Academy
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
Following the release of the Truth and Reconciliation Commission of Canada’s Calls to Action, Canadian universities and colleges have felt pressured to indigenize their institutions. What “indigenization” has looked like, however, has varied significantly. Based on the input from an anonymous online survey of 25 Indigenous academics and their allies, we assert that indigenization is a three-part spectrum. On one end is Indigenous inclusion, in the middle reconciliation indigenization, and on the other end decolonial indigenization. We conclude that despite using reconciliatory language, post-secondary institutions in Canada focus predominantly on Indigenous inclusion. We offer two suggestions of policy and praxis— treaty-based decolonial indigenization and resurgence-based decolonial indigenization—to demonstrate a way toward more just Canadian academy.
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 | 0.003 | 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 | 0.026 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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