MétaCan
Menu
Back to cohort
Record W3009434275

The Canadian Urban System,1971-2001: Responses to a Changing World

2003· article· en· W3009434275 on OpenAlexaboutno aff
J. Aaron Simmons, Larry S. Bourne

Bibliographic record

VenueTSpace (University of Toronto) · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicUrbanization and City Planning
Canadian institutionsnot available
Fundersnot available
KeywordsGeography
DOInot available

Abstract

fetched live from OpenAlex

Canada is now overwhelmingly an urban nation. More than 80% of Canadians now live in urban
\nareas and over 60% in the larger metropolitan regions. As those cities change, so too does the
\nnation. In recent decades, Canadian cities and the entire urban system have .undergone a substantial
\ntransformation, not least because the context - national and international - in which Canadian
\ncities have developed has changed. As the factors driving change have evolved, so
\nmust our ideas evolve about how the urban system is organized.
\nDrawing on an extensive body of research on urban Canada over the last thirty years, much of it
\nundertaken through the Centre for Urban and Community Studies, this paper provides an overview
\nof change in the Canadian urban system for the period from 1971 to 2001. lt begins with a
\ncritical review of the earty ideas that guided that research and offers a revised and more comprehensive
\nconceptual framework. Particular attention is paid to the importance of changes in
\nthe national environment- in the economy, the demography, and the public sector- and to
\nshifts in the global environment that have in combination reshaped the urban system.
\nThe empirical analysis then demonstrates how that system has responded. Each change in the
\nexternal environment produces a different pattern of linkages within the urban system and with
\ncities outside the country, and thus a new geography of urban growth and change. The paper
\nconcludes with a review of current forecasts of anticipated urban growth to 2026 and speculates
\non the future evolution of the urban system within a rapidly changing continental and global environment.
\nThat system will certainly continue to evolve, but often in unpredictable ways. Growth
\nis likely to become more uneven, with further concentration in a few large metropolitan regions
\nand with much of the rest of the country in relative decline. The direction of evolution of the urban
\nsystem is likely to become more dependent on forces emanating from outside the country.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.791
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.028
GPT teacher head0.259
Teacher spread0.230 · 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
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

Citations12
Published2003
Admission routes1
Has abstractyes

Explore more

Same venueTSpace (University of Toronto)Same topicUrbanization and City PlanningFrench-language works237,207