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Record W2181481857

Urbanites Creating New Ruralities: Reflections on Social Action and Struggle in the Greater Toronto Area

2000· article· en· W2181481857 on OpenAlexaboutno aff
Gerald Walker

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal History, Politics, and Ideology
Canadian institutionsnot available
Fundersnot available
KeywordsRuralityRural areaMetropolitan areaPoliticsVisionContext (archaeology)Shadow (psychology)RestructuringSociologyPolitical scienceEconomic growthGeographyLaw
DOInot available

Abstract

fetched live from OpenAlex

As urbanites mo ve in large numbers into the countryside, particularly adjacent to major urban centres, they transform the countryside, themselves and the political context. New ruralities are emerging in a variety of locations. In the rural-urban fringe and the urban shadow, affluent in-migrants have found their idyll to be flawed or blocked, and have taken action to make their vision of the countryside become true. Struggles over social infrastructure, amenities, privacy and a myriad of other issues have clarified the exurbanites new ruralite visions, often with dramatic restructuring of formerly rural areas into those new ruralities. Exurbanite ruralites in the Toronto countryside, the G reater Toronto Area and the Toronto Census Metropolitan Area, have been established for a generation. Struggles over waste-dump location, followed by a myriad of smaller struggles have been part of a re-creation of the rural environment and its political surround. This creation of new rurality by exurbanites, through struggle, is the focus of this paper.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.612
Threshold uncertainty score0.998

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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.119
GPT teacher head0.379
Teacher spread0.260 · 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

Citations8
Published2000
Admission routes1
Has abstractyes

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