MétaCan
Menu
Back to cohort
Record W4308125662 · doi:10.3389/frsc.2022.975130

Contested densification: Sustainability, place and expectations at the urban fringe

2022· article· en· W4308125662 on OpenAlexafffundabout
Sophie L. Van Neste, Jean-Philippe Royer

Bibliographic record

VenueFrontiers in Sustainable Cities · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicUrban Planning and Governance
Canadian institutionsInstitut National de la Recherche Scientifique
FundersFonds de recherche du Québec
KeywordsSustainabilityMetropolitan areaScholarshipSituatedCorporate governancePolitical scienceCitizen journalismContext (archaeology)UrbanismSociologyPublic administrationGeographyArchitectureEconomicsManagement

Abstract

fetched live from OpenAlex

The discourse of sustainability-by-density is dominant in urban policies and climate-friendly urbanism today. Yet, with current failures and disparities in the regulation of dense development and land speculation, the effects of such policies are not exclusively positive. In this article, we address citizen opposition to densification in urban peripheries of the Global North, especially in the North American context, with particular focus on a case at the urban fringe of the Montreal metropolitan area (Canada). We contribute to existing scholarship on a relational approach to urban sustainability with the objective of better understanding the narratives and governance dynamics that unfold in urban peripheries. In the case studied, the gap between residents' subjective experience of the ongoing transformations and the State discourses at different scales is particularly important, yet little understood after several years of public participatory meetings and two lawsuits. We develop the notion of situated expectations to show how actors entertain different expectations of the performance of State and citizen practices in favor of sustainability, which are grounded in their respective relationships to place, scale and the urban boundary. The lack of circulation and mutual recognition between these expectations makes the construction of coalitions and shared participatory governance practices much more problematic.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.431
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0030.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.010
GPT teacher head0.246
Teacher spread0.236 · 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 teacher head, not a consensus.

Study designNot applicable
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

Citations3
Published2022
Admission routes3
Has abstractyes

Explore more

Same venueFrontiers in Sustainable CitiesSame topicUrban Planning and GovernanceFrench-language works237,207