Coming Full Circle: White, Euro-Canadian Teachers’ Positioning, Understanding, Doing, Honouring, and Knowing in School-Based Indigenous Education
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 narrative study contributes to the field of school-based Indigenous education by exploring the central research question: What are the decolonizing processes of practicing teachers involved in a provincially funded initiative to improve schooling for urban Aboriginal students? Excerpts from teachers’ narratives are organized using the Anishinaabe medicine wheel, anchoring the exploration of the following five directions and associated decolonizing processes: teachings from the centre/positioning, teachings from the east/honouring, teachings from the south/understanding, teachings from the west/doing, and teachings from the north/knowing. This paper concludes with a discussion of how White, Euro-Canadian teachers’ decolonization informs the fields of Indigenous education, teacher education, and narrative 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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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