Is There a Need for Healing in the Classroom? Exploring Trauma-Informed Education for Aboriginal Mature Students
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
In this paper, we describe a perplexing pattern of behaviours in mature Aboriginal students in university studies who appear capable of being successful to complete course work, but fail due to incompletion of academic work. Despite numerous strategies to provide students with opportunities for success, these students' behaviours remain perplexing. Considering the prevalence of trauma (accident, violence, suicide) in the Aboriginal population and the intergenerational trauma of the residential school experience, we examine trauma-informed care principles and their adaption to educational systems as a potential strategy to mitigate this problem. A conceptual framework based on an Indigenous knowledge perspective of Four Lodges guides the discussion of this issue.Keywords: mature students; Aboriginal students; intergenerational trauma; residential school; care
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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 | 0.001 | 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) | 0.000 | 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