How African Nova Scotians envision culturally relevant and sustaining pedagogy as civic repair
Bibliographic record
Abstract
African Nova Scotians constitute the largest multigenerational Black Canadian community, with 400 years of presence in Atlantic Canada. Despite the end of de jure school segregation in 1954, African Nova Scotians’ social and cultural capital were not incorporated in curricular and pedagogical practices. Using the theoretical framework of cultural trauma, this article draws from a qualitative study conducted using semi-structured interviews and focus groups with sixty participants. A cultural trauma process takes place after a traumatic event and involves a cycle of meaning-making and interpretation that can result in demands for reparation or civic repair. This study illustrates how through the cultural trauma process grounded in their collective memory, African Nova Scotians articulate an aspiration for culturally relevant and sustaining pedagogy as a form of civic repair. This transformative pedagogy would facilitate a reconnection with their heritage and a fulfilment of the democratic goals of public education.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| 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 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".