Treaties, Truths and Transgressive Pedagogies: Re-Imagining Indigenous Presence in the Classroom
Bibliographic record
Abstract
This essay contemplates the context of treaty and the values it offers as a way to imagine anew a just relationship between Indigenous and non-Indigenous peoples within the particular context of education. It begins with a theoretical meandering of sorts, a ‘thinking it through piece’, and asks, ‘What does the treaty relationship, as envisioned by Indigenous peoples, teach us about critical and respectful pedagogy? What are the tensions and contradictions involved in teaching from and through treaty. The essay then explores the implications of a treaty lens within formal schooling through including both Indigenous and non-Indigenous perspectives. Situating treaty within identity, relationship, and a sacred dialogue, the focus is less on treaty or treaties themselves and but rather explores the spirit and possibility of ‘treaty’, as imagined by Indigenous peoples, in thinking about transgressive pedagogies and practicing transformative dialogue.
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.
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 | 0.009 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.016 | 0.092 |
| Scholarly communication | 0.012 | 0.020 |
| Open science | 0.002 | 0.012 |
| Research integrity | 0.004 | 0.010 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".