MétaCan
Menu
Back to cohort
Record W3213019236 · doi:10.32920/ryerson.14660577.v1

The Gardiner SkyPark: continuous productive urban landscape as infrastructure

2021· preprint· en· W3213019236 on OpenAlexaboutno aff
Bijan Ghazizaden

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldEngineering
TopicUrban Design and Spatial Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsDowntownArchitectural engineeringEnvironmental planningEnvironmental resource managementCivil engineeringGeographyEngineeringEnvironmental scienceArchaeology

Abstract

fetched live from OpenAlex

The concept of Continuous Productive Urban Landscapes (CPUL) was introduced by Andrè Vilijoen and Katrin Bohn in 2004. This thesis project tests the application of the CPUL concept to Toronto, a densely developed North America winter city. It examines: 1. The challenges, limitations and opportunities of an existing high-rise city fabric as a platform for creating new coherent, continuous and active pedestrianized landscapes by reclaiming unused and under-utilized spaces. 2. The implications of merging reclaimed spaces with existing circulation arteries and infrastructure, to improve, invigorate and strengthen connections in the city. Through an iterative research and design exercise, which discovered many hidden potentials within the CPUL framework, this project is able to demonstrate how a linear park system is capable of seamlessly reconnecting a severed Toronto’s waterfront to the dense downtown core. Such projects can substantially benefit community life, and offer new and meaningful forms of urban connectivity that are sustainable and productive.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.449
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.004
GPT teacher head0.184
Teacher spread0.180 · 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

Citations0
Published2021
Admission routes1
Has abstractyes

Explore more

Same topicUrban Design and Spatial AnalysisFrench-language works237,207