Epistemic injustice in a settler nation: Canada’s history of erasing, silencing, marginalizing
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
This paper examines an application of epistemic injustice not fully explored in the literature. How does epistemic injustice function in broader contexts of relationships within countries between colonizers and colonized? More specifically, what can be learned about the ongoing structural aspects of hermeneutical injustice in Canada’s settler history of the forced assimilation of Indigenous peoples and the resultant erasing and marginalizing of Indigenous histories, languages, laws, traditions, and practices? In this paper, I use insights from Canada’s Truth and Reconciliation Commission report to challenge dominant understandings of reconciliation, reciprocity, respect for agency, and the rule of law in settler nations. In its retrieval of the richness and diversity of Indigenous collective interpretive resources, both past and present, Canada’s Truth and Reconciliation Commission draws on a broad and full account of relationships that have shaped Indigenous lives and communities, non-Indigenous lives and communities, the interactions of Indigenous and non-Indigenous peoples and communities, and the relationships of all of these to and through the state.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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