RE-STORYING CANADIAN HISTORY:The Interdependence Creative and Critical Thinking
Bibliographic record
Abstract
A large-scale arts experience marking and celebrating Canada's 150th anniversary serves as a critical and creative medium for increasing awreeness of Indigenous as well as non-Indigenous histories contributing to the identities, cultures, languages, values and ways of knowing, constituting what it means to be Canadian. The arts experience opens the primary research quest concerning the formation fluid, purposeful learning contexts, exploring needed conditions and supports towards building dialogical, multi-voiced curricular conversations instead of monolithic curriculum. A three-year community partnership with an elementary school and associated teachers, administrators, and curricular, Indigenous, and historical studies expertise from the University, are involved in this research. Intersecting music, dance, visual, language, and performing arts, the intent is to explore and embody narratives of Canadian history, critically and creatively, and attend to the learning significances for all involved.
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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 | 0.010 | 0.013 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.040 | 0.063 |
| Scholarly communication | 0.027 | 0.008 |
| Open science | 0.003 | 0.009 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.005 | 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".