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
What role does place differentiation play in contemporary urban redevelopment processes, and how is it constructed, practiced, and governed? Under heightened forms of interurban competition fueled by processes of globalization, there is a desire by place-makers to construct and market a unique sense of place. While there is consensus that place promotion plays a role in reconstructing landscapes, how place differentiation operates – and can be operationalized – in processes of urban redevelopment is under-theorized in the literature. In this thesis, I produce a typology of four strategies of differentiation – negation, coherence, residue, multiplicity – which reside within capital transformations and which require activation by a set of social actors. I situate these ideas via an examination of the redevelopment of the Gooderham and Worts distillery, renamed the Distillery District, which opened to the public in 2003. Under the direction of the private sector, the site was transformed from a space of alcohol production to a space of cultural consumption. The developers used a two pronged approach for the site’s redevelopment: historic preservation and arts-led regeneration. Using a mixed method approach including textual analysis, in-depth interviews, visual analysis, and site observation, I examine the strategies used to market the Distillery as a distinct place, and the effects of this marketing strategy on the valuation of art, history, and space. Two central arguments direct the thesis: first, in an attempt to construct place differentiation, what emerges is a sense of sameness which limits the potential of the district and produces a disconnect between the space and its users; second, it is only by understanding how differentiation operates in discourse and practice that alternative formations of place-making can emerge and socio-spatial disconnectedness can be rethought.
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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