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Record W4416404129 · doi:10.1017/s0008423925100905

Reconceptualizing the “Rural Problematique”: “The Migrant” as the Demonstrative Case for Policy Inertia in Canada

2025· article· en· W4416404129 on OpenAlexafffundabout
Stacey Haugen, Lars Hällström

Bibliographic record

VenueCanadian Journal of Political Science · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicRural development and sustainability
Canadian institutionsUniversity of AlbertaUniversity of Lethbridge
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsFace (sociological concept)Context (archaeology)PoliticsDemonstrativeRural societyRural settlementRural area

Abstract

fetched live from OpenAlex

Abstract This article reconceptualizes the “rural problematique” in Canada through the contemporary “problem” of the rural migrant. Utilizing critical historical institutional theory, we argue that the challenges newcomers face in rural spaces not only reveal the stagnation of settlement policies but also demonstrate the long-lasting, integrative and harmful impacts of policy inertia. While newcomers experience the implications of inadequate and exclusionary social policies particularly acutely, the obstacles they face cannot be solved through changes to migration policy alone. Rather, we show how these barriers are the result of the historical, specific role that rural Canada plays within the political economy of the country, which relies upon the delineation between rural and urban, and the persistence of the rural as problematic. Thus, an analysis of the contemporary “problem” of the rural migrant demonstrates how the context can change, but the outcomes, which are consistent with the broader rural dynamic, remain the same.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation 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 score0.808
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.015
GPT teacher head0.256
Teacher spread0.241 · 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 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
Published2025
Admission routes3
Has abstractyes

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