Urban Redevelopment, Cultural Philanthropy and the Commodification of Artistic Authenticity in Toronto
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
This article offers a multiscalar, sociohistoric account of the spatial struggles of Toronto artists from 1970 until the present to secure affordable living and work space downtown that foregrounds the contemporary role of the cultural philanthropist–developer. It argues that the cultural capital of artists to identify and embody authenticity facilitated temporary spatial claims that supported the development of a local art scene on Queen Street West, but one that became dependent upon, yet vulnerable to, the sociospatial unevenness of cultural philanthropy. Benevolence in arts and culture is not distributed evenly across time and space. Instead, as the case study of the 401 Richmond arts hub reveals, benevolence in its alliances with the real estate market and property development is concentrated in individualized commitments to particular neighborhoods, buildings, and local relationships, which temporally and operationally constrains its policy–transforming potential.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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