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Record W3212803476 · doi:10.1080/13604813.2021.1988346

Off-cycle

2021· article· en· W3212803476 on OpenAlexafffundabout
Meg Holden, Cédissia About, Claire Doussard, Hugo Rochard, Annika Airas, Apolline Poiroux

Bibliographic record

VenueCity · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicUrban Planning and Governance
Canadian institutionsSimon Fraser University
FundersSocial Sciences and Humanities Research Council of CanadaMitacs
KeywordsSolidarityGentrificationRedevelopmentNeoliberalism (international relations)SociologyPolitical economyEconomyPoliticsEconomic systemEconomicsPolitical scienceEconomic growthLaw

Abstract

fetched live from OpenAlex

Comparative case study research in two prototype model sustainable neighbourhoods, Fréquel Fontarabie in Paris (France) and Dockside Green in Victoria (Canada), sheds new light on questions of ecogentrification in urban redevelopment cycles. The two cases are chosen for their superficial similarities, as mutual but independent frontrunners of the international movement to build sustainable neighbourhoods. They are also chosen for contrast value; the notable difference is that Fréquel is state-led and state-certified, dominated by social housing, compared to Dockside which is private sector-led and third party certified, dominated by market housing. The two cases offer certain shared features, including urban design, infrastructure, and amenities associated with green, bourgeois, and participatory democratic values. Beneath the surface, we examine how the redevelopment models pursued cycles of creative destruction of waste and value differently from how this cycle functions under hegemonic neoliberalism. In both cases, new wastes are identified and new values created, that reach beyond economic capital into social, political and ecological territory as well. Confronting the specific dynamics of waste and value formation in different urban contexts offers new means to advance understanding of neighbourhood redevelopment and transformation and how values of solidarity and nature can be advanced off-cycle from the persistent churn of new forms of capital.

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)0.001
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: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.022
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.004
Scholarly communication0.0060.003
Open science0.0010.005
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0220.003

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 head0.029
GPT teacher head0.300
Teacher spread0.271 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations2
Published2021
Admission routes3
Has abstractyes

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