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Record W4410034280 · doi:10.1007/978-3-031-82896-6_2

Operationalizing Urban Ecology and Circular Economy in Montreal’s South-West Neighborhoods Using an Interdisciplinary Approach

2025· book-chapter· en· W4410034280 on OpenAlexafffundabout
Daniel Pearl, Amy E. Oliver, Cécile Bulle, Titouan Greffe, Claudiane Ouellet‐Plamondon

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldBusiness, Management and Accounting
TopicSustainable Supply Chain Management
Canadian institutionsUniversité du Québec à MontréalÉcole de Technologie SupérieureUniversité de Montréal
FundersÉcole de technologie supérieure
KeywordsOperationalizationEcologyGeographyEconomic geographyBiology

Abstract

fetched live from OpenAlex

Abstract As a result of deindustrialization and insufficient proactive investments by governments, industrial wastelands on the edges of towns and cities are multiplying. These sites illustrate the instability of mono-functional zoning and inadequate city regulations to ensure long-term resilience, particularly evident along once-industrialized waterfronts like Montreal’s Lachine Canal. Since its closure to commercial navigation in 1974, the Lachine Canal’s programming has focused on recreational activities, largely neglecting infrastructure and adjacent industrial areas. However, these post-industrial areas present significant opportunities to rethink the city and create sustainable, resilient neighborhoods. In the context of climate change and resource depletion, rehabilitating both the under-used building stock and the largely vacant sites with mixed programming, appropriate density, and green infrastructure, can regenerate urban fabrics and the earth’s productive capacity. The post-industrial landscapes along the Lachine Canal possess several assets that the City of Montreal could leverage in its quest for resilience in the face of climate change, which it can achieve by leveraging industrial heritage, promoting urban biodiversity, and incorporating principles of circular economy, urban ecology and urban metabolism. This chapter documents an Action Research process focused on the sustainable redevelopment of neighborhoods along the Lachine Canal. It draws on interdisciplinary and inter-university research involving architecture, life cycle assessment, and construction engineering from three Montreal universities and builds upon previous inter-university endeavors going back to 2019. The approach highlights the importance of interdisciplinary collaboration and the role of universities in promoting urban ecology and circular economy through collaborative research and demonstration projects. This interdisciplinary approach aims to bridge gaps in architectural and engineering education and fosters co-learning, contributing to the creation of resilient and sustainable urban environments.

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)0.002
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: none
Teacher disagreement score0.262
Threshold uncertainty score0.526

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0040.004
Scholarly communication0.0050.001
Open science0.0010.003
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.019
GPT teacher head0.239
Teacher spread0.220 · 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

Citations0
Published2025
Admission routes3
Has abstractyes

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