Development versus Preservation Interests in the Making of a Music City: A Case Study of Select Iconic Toronto Music Venues and the Treatment of Their Intangible Cultural Heritage Value
Bibliographic record
Abstract
Abstract: Urban redevelopment projects increasingly draw on culture as a tool for rejuvenating city spaces but, in doing so, can overemphasize the economic or exchange-value potential of a cultural space to the detriment of what was initially meaningful about a space—that which carries great cultural community wealth, use-value, or embodies a group’s intangible cultural heritage. Development and preservation interests illustrate this tension in terms of how cultural heritage—both tangible and intangible—is managed in the city. This article will turn to Toronto’s “Music City” strategy that is being deployed as part of a culture-focused urban redevelopment trend and Creative City planning initiative in order to examine how the modern urban intangible merits of city spaces are valuated and dealt with in light of the comparatively weak regard accorded to intangibility within the available heritage protection legal frameworks of Canada, Ontario, and, specifically, Toronto. The currently underdeveloped recognition for intangibility in the heritage protection equation not only fails to equally valuate non-dominant, unconventional, or alternative iterations of culture but also falls behind the key guiding documents in international law for the safeguarding and recognition of intangible cultural heritage as well as in accounting for intangibility in determining heritage value. Without diligent inclusive strategies to account for, and consult, the diverse spectrum of groups, cultures, and cultural spaces affected by urban heritage and cultural city planning processes, a city’s development initiatives risk counterproductively destroying the precise characteristics they are otherwise seeking to nourish, create, and, even, commodify.
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.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.025 | 0.016 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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".