Memorializing an Ideal: Representations of Inclusivity in Canada’s National Public Monuments
Bibliographic record
Abstract
Abstract In every corner of every town and city, memorials can be found existing in a variety of forms and serving a variety of functions. From small plaques or roadside markers to grand monuments commemorating a national or global event, they attempt to remind the public of individuals or a shared history. However, memorials also perform another role, and that is to not only record and display those subjects which a society deems worthy of commemoration, but also how those histories are shaped, framed and positioned to fit contemporary needs. This paper examines the use of memorials and monuments within Ottawa to create and demonstrate an inclusive, diverse and welcoming Canada. These values are found throughout Canadian society but looking at Ottawa’s built environment – the additions to the landscape created from steel and granite – reveals a deeper understanding of what these ideals mean to Canadians, how the nation sees itself and how it portrays itself to the world.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.029 | 0.039 |
| Scholarly communication | 0.013 | 0.004 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.002 | 0.003 |
| 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".