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Record W7133035768

Multicultural democracy in the city: Explaining municipal responsiveness to immigrants and ethno-cultural minorities

2006· dissertation· W7133035768 on OpenAlexaboutno aff
Kristin Good

Bibliographic record

VenueTSpace · 2006
Typedissertation
Language
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsnot available
Fundersnot available
KeywordsImmigrationTypologyContext (archaeology)Settlement (finance)Ethnic groupMulticulturalismPoliticsHuman settlementCorporate governance
DOInot available

Abstract

fetched live from OpenAlex

This study explores why and how local leaders in Canada's immigrant magnet city-regions adapt municipal governance structures in response to increasing levels of ethno-cultural diversity. It compares the responsiveness of eight highly diverse urban and suburban municipalities to immigrants and ethno-cultural minorities including: Toronto, Mississauga, Brampton and Markham in the Greater Toronto Area and Vancouver, Richmond, Surrey and Coquitlam in the Greater Vancouver Regional District. Given the novelty of this empirical terrain, the study begins by documenting and evaluating municipal responses and creates a typology of municipal responsiveness to immigrants and ethno-cultural minorities. Then, the dissertation explains why Canadian municipalities vary in their responsiveness to immigrants and ethno-cultural minorities by engaging with the dominant theoretical paradigm of the urban politics literature - urban regime theory. Through detailed case studies, the thesis documents the development of lasting coalitions---urban regimes---in several municipalities. In this way, it demonstrates how some municipalities have managed to develop policy capacity in the settlement and multiculturalism policy fields---despite their tight fiscal constraints---by pooling private sector and public sector resources. The inquiry also looks at factors that shape the way in which urban regimes develop. It develops two categories of ethnic configurations---"biracial" and "multiracial"--And explores how and why these configurations affect urban regime development. The study concludes that, all other things being equal, multiracial municipalities are less responsive to their immigrant populations than biracial municipalities. The analysis also explores the role of the intergovernmental context in municipal responsiveness to immigrants and ethno-cultural minorities. It finds that the province matters a great deal to municipal governance in Canada but in more complex ways than the constitutional relationship between provinces and municipalities would suggest. What is clear at the conclusion of this dissertation is that municipal governments are much more than simple "creatures of provinces". They are important democratic governments that are at the vanguard of social change.

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)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.608
Threshold uncertainty score0.788

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0080.009
Scholarly communication0.0050.001
Open science0.0010.005
Research integrity0.0010.001
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 head0.037
GPT teacher head0.383
Teacher spread0.346 · 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 designObservational
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
Published2006
Admission routes1
Has abstractyes

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