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Record W2742565153

Economic transition in the Canadian north: Is migrant-induced, neo-endogenous development playing a role?

2017· article· en· W2742565153 on OpenAlexaffvenueabout
Caili Steel, Clare Mitchell

Bibliographic record

VenueJournal of rural and community development · 2017
Typearticle
Languageen
FieldEngineering
TopicMining and Resource Management
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsEthnologyPolitical scienceGeographyEconomyHumanitiesWelfare economicsSociologyArtEconomics
DOInot available

Abstract

fetched live from OpenAlex

Economic transition is necessary to prolong the lifespan of formerly resource-dependent places. This article seeks to discover if migrant-induced, neo-endogenous development is contributing to this process in Dawson City, Yukon Territory, Canada. This once mine-dependent municipality emerged during the Klondike Gold Rush, but has since transitioned into a multi-functional space that capitalizes on its cultural assets. Using survey and interview data, we discover that migrants, particularly southern counterurbanites, have contributed to Dawson’s evolution. Their injection of externally accumulated capital has enhanced the community’s identity, mobilized local labour, and built local factor capacities. Our findings confirm that migrant-induced, neo-endogenous development is contributing to economic transition in this formerly resource-dependent region. Our results have implications for other isolated spaces, hoping to establish new economic identities. Keywords: in-migrants; neo-endogenous development; counterurbanites; Dawson City Résumé La transition économique est nécessaire pour prolonger la durée de vie des endroits auparavant dépendants des ressources naturelles. Cet article cherche à découvrir si le développement néo-endogène dû aux migrants contribue à ce processus, à Dawson City au Yukon, au Canada. Cette municipalité autrefois dépendante de l'exploitation minière, émergea lors de la ruée vers l'or de Klondike, mais est depuis devenue un espace multifonctionnel qui capitalise sur ses avantages culturels. À l'aide de sondages et de données d'entrevue, nous découvrons que les migrants, particulièrement ceux de la désurbanisation du sud, ont contribué à l'évolution de Dawson. Leurs apports de capitaux externes cumulés ont amélioré l'identité de la communauté, mobilisé la main-d'œuvre locale, et renforcé les capacités locales de facteur. Nos conclusions confirment que les migrants-induits, le développement néo-endogène contribue à la transition économique dans cette région anciennement dépendante des ressources naturelles. Nos résultats ont des répercussions sur d'autres endroits isolés, souhaitant établir de nouvelles identités économiques.

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)0.001
metaresearch head score (Gemma)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.046
Threshold uncertainty score0.333

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.004
Scholarly communication0.0030.001
Open science0.0010.002
Research integrity0.0000.001
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 head0.031
GPT teacher head0.205
Teacher spread0.174 · 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

Citations7
Published2017
Admission routes3
Has abstractyes

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