Bibliographic record
Abstract
"Authorized Heritage" analyses the history of commemoration at heritage sites across western Canada. Using extensive research from predominantly government records, it argues that heritage narratives are almost always based on national messages that commonly reflect colonial perceptions of the past. Yet many of the places that commemorate Indigenous, fur trade, and settler histories are contested spaces, places such as Batoche, Seven Oaks, and Upper Fort Garry being the most obvious. At these heritage sites, Indigenous views of history confront the conventions of settler colonial pasts and represent the fluid cultural perspectives that should define the shifting ground of heritage space. Robert Coutts brings his many years of experience as a public historian to this detailed examination of heritage sites across the prairies. He shows how the process of commemoration often reflects social and cultural perspectives that privilege a conventional and conservative national narrative. He also examines how class, gender, and sexuality often remain apart from the heritage discourse. Most notably, Authorized Heritage examines how governments became the mediators of what is heritage and, just as significantly, what is not.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.023 | 0.004 |
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".