An elementary school’s engagement with restitution, restorative practices, and circles
Bibliographic record
Abstract
Canadian schools have long employed punitive discipline, a colonial paradigm that is hierarchical and exclusionary. Using Participatory Action Research, two Indigenous and nine non-Indigenous educators collaborated to implement a restorative model into an elementary school in northern British Columbia. Our hybrid of Restitution and Restorative Practices (RRP) and Circles included regional Indigenous protocols. A thematic analysis of participant interviews revealed patterns in the key areas of belonging, cultural safety, trauma informed practice, shame, and decolonizing education. RRP was experienced as an egalitarian model and Indigenous protocols supported community building during Circle practice. Implementation of RRP and Circles (RRP/C) did not represent enough structural change to decolonize discipline, but this hybrid was a relational and holistic model that integrated the Indigenous values of consensus building, interconnection, and harmony. Concerns with the model and its implementation included cultural racism, resistance, vulnerability, shame, and safety.
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How this classification was reachedexpand
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 | 0.001 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".