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Record W3173587945 · doi:10.1080/02722011.2021.1874732

The Political Geography of Immigration: Party Competition for Immigrants’ Votes in Canada, 1997–2019

2021· article· en· W3173587945 on OpenAlexaffabout
Zack Taylor

Bibliographic record

VenueThe American Review of Canadian Studies · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicElectoral Systems and Political Participation
Canadian institutionsWestern University
Fundersnot available
KeywordsImmigrationIncentiveElectoral geographySettlement (finance)Metropolitan areaPoliticsMulticulturalismPolitical economyPolitical scienceDemocracyPublic administrationSociologyEconomicsGeographyLaw

Abstract

fetched live from OpenAlex

Why has the Conservative Party of Canada largely supported high immigration rates and multiculturalism, and put considerable effort into recruiting New Canadians into its electoral coalition? More generally, why is Canada perhaps the only Western democracy without a major, consistently anti-immigrant or nativist party? I argue that none of Canada’s major national parties have adopted an anti-immigration or nativist platform because of incentives established by the interaction of the concentrated metropolitan geography of immigrant settlement, the geography of representation under the single-member plurality electoral system, and the regionalization of parties’ support bases. I demonstrate that Canada’s national parties have a strong incentive to reduce the cost of assembling electoral coalitions by appealing to densely institutionalized cultural communities, principally in the Greater Toronto and Hamilton Area.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.849
Threshold uncertainty score0.331

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.344
Teacher spread0.308 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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

Citations9
Published2021
Admission routes2
Has abstractyes

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