Just Because We’re Small Doesn’t Mean We Can’t Stand Tall: A Child and Youth Rights Movement
Bibliographic record
Abstract
In this article, the authors share their research on a curriculum for social justice, truth, and then reconciliation as put forth by the First Nations Child and Family Caring Society (Caring Society). The Caring Society is a non-profit organization that advocates for equity and social justice for First Nations children and creates social justice educational materials for Canadian learners. The authors provide an overview of the Caring Society campaigns and educational research. More specifically, they discuss how the Caring Society is creating educational resources that center a child and youth-driven civil rights movement across the school curriculum. Such curricular and pedagogical approaches focus on truth and then reconciliation, Indigenous sovereignty, and position a social justice pedagogy. They then discuss some of the ways we might advocate relational forms of citizenship that seek to honour the truth, and then reconciliation education.
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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 | 0.008 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.022 | 0.031 |
| Scholarly communication | 0.009 | 0.008 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.004 | 0.007 |
| 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".