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
As more alarming truths are being revealed around the horrors of the residential schooling system in Canada, educators are being called to decolonize and Indigenize their teaching practices. As post-secondary teacher educators working in Indigenous education who have gained valuable insights around this difficult teaching, the authors offer readers a conceptual model of reconciliatory education. The model invites educators to move beyond colonial schooling practices to embrace decolonizing and Indigenizing approaches and the powerful potential of relational teaching and learning. Envisioned as an ethical space residing between Indigenizing and decolonizing practices and animated by truth-telling and critical thinking, the extended infinity model, presented in this article, shows the dynamic nature of teaching and learning that occurs when relating together through commitments to decolonizing and Indigenizing. While purposefully engaging in an ethos of ethical relationality, the model carries transformative potential for teaching and learning.
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 | 0.004 | 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 | 0.001 | 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