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Record W7008783821

Counterculture Plan for the Creative City: A Critique of Patterns of Flexibility and Fixity in Toronto's Cultural Renaissance

2021· dissertation· en· W7008783821 on OpenAlexaboutno aff

Bibliographic record

VenueUWSpace (University of Waterloo) · 2021
Typedissertation
Languageen
FieldSocial Sciences
TopicCultural Industries and Urban Development
Canadian institutionsnot available
Fundersnot available
KeywordsArchitecturePlan (archaeology)Flexibility (engineering)GeographerCountercultureCreative industriesSpace (punctuation)Cultural capitalPlacemaking
DOInot available

Abstract

fetched live from OpenAlex

Between the years 2000 and 2010, the City of Toronto experienced an unprecedented spike in cultural construction. This building boom, ushered in by Toronto’s “Culture Plan for the Creative City” and dubbed “Toronto’s Cultural Renaissance,” has had a lasting impact on the city’s identity, shaping many of its most visible cultural landmarks. In this thesis, I look to Creative City theory and the architecture it has produced in Toronto as representative of forms of flexible accumulation which have been under development since the 1970s. Just as the free plan of the factory floor was representative of the patterns of Fordism, spectacular galleries and museums today represent new forms of capital accumulation. While finance, production, and workers have all become increasingly mobile, I argue that Toronto’s “creative” architectures have all become increasingly inflexible. While architectural theorist Pier Vittorio Aureli has positioned flexible space as the edifice of expanding immaterial labour markets, I propose an alternate theory; spaces of immaterial and flexible labour exploitation take place in increasingly fixed and inflexible architectures. To make this argument, I draw on the work of geographer David Harvey, who points to the fact that flexibility is often contrarily reliant on fixity. Between the fixed architectures of the Creative City and the increasingly flexible landscapes of accumulation they occupy, there emerges a destructive relationship to culture and context; flexible geographies + fixed architectures = a tabula rasa approach to history. Any cultural policy or construction that aims to foster stable cultural growth, founded in community as opposed to consumption, must actively resist these patterns. Only through the reallocation of flexible space to the scale of architecture, and by extension the provision of creative agency to the scale of the resident, can cities plan for anti-capitalist futures and cultures deeply rooted in context, community, and place.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.133
Threshold uncertainty score0.908

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0180.078
Scholarly communication0.0140.005
Open science0.0020.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.036
GPT teacher head0.291
Teacher spread0.254 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

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