Negotiating narratives of Canada: Circuit of communication analysis of the Next Stop Freedom exhibition
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
Museums and historic sites in Canada are public places of representation and social encounters where Canadians present, express, and confirm cultural identities and community belonging. Narratives of identity in these heritage institutions are under pressure to change to reflect Canadian society as it diversifies. This essay examines a particular case where African Canadians joined a collaborative process with the federal agency Parks Canada and the Ontario Black History Society to create one of Parks Canada's first exhibitions on Black history, presented in 2002-2005. The research project studied the exhibit's circuit of communication, the debates around the production of the historical narrative, the exhibition itself as a cultural text, and the varied reception of the exhibition by visitors. The study found complex negotiation of narratives of Canada behind the scenes, but a mainstreaming effect inherent within the exhibit design and a lack of new or transformative understandings by most viewers. The analysis suggests a lack of bridging between the processes of production and reception due to the limitations of the exhibit form itself.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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