Thinking Place: Animating the Indigenous Humanities in Education
Bibliographic record
Abstract
Abstract Illustrating contexts for and voices of the Indigenous humanities, this essay aims to clarify what the Indigenous humanities can mean for reclaiming education as Indigenous knowledges and pedagogies. After interrogating the visual representation of education and place in Saskatoon, Saskatchewan, Canada, the essay turns to media constructions of that same place as an exemplary site for understanding Aboriginal relations to the Canadian justice system, before sharing more general reflections on thinking place. The task of animating education is then resituated in the Indigenous humanities developed at the University of Saskatchewan, Canada, as a set of intercultural and interdisciplinary theoretical and practical interventions designed to counter prevailing notions of colonial place. The essay concludes by placing education as promise and practice within the non-coercive normative orders offered by the United Nations. In multiple framings and locations of the Indigenous humanities, the essay aims to help readers to meet the challenges they themselves face as educators, learners, scholars, activists.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.053 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".