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Record W1792374450

The Arctic Linked to the Emerging Dominant Ideas in Canada's Foreign and Defence Policy

2011· article· en· W1792374450 on OpenAlexaffabout
François Perreault

Bibliographic record

VenueNorthern review · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsUniversité du Québec à Montréal
Fundersnot available
KeywordsMiddle powerRhetoricArcticSovereigntyForeign policyPoliticsPolitical sciencePolitical economyCircumpolar starSecuritizationNational identityInternationalism (politics)Great powerPower (physics)ExceptionalismSociologyLawEconomics
DOInot available

Abstract

fetched live from OpenAlex

From an international security studies perspective, this article offers a discourse analysis of Canada’s threat perceptions and security rhetoric in the Arctic between December 2005 and March 2009. It argues that since December 2005, the government of Canada has decided to securitize its political sovereignty, its northern identity, as well as its territorial integrity. The author offers a cultural explanation to these securitizations by arguing that Canada’s strategic changes in the Arctic are a lot more than just rhetoric; they seem to be linked to the emerging dominant ideas in Canada’s foreign and defence policy—hence, a phasing out of Canada’s traditional internationalism and middle power status and a phasing in of the ideas tied to continentalism and to major power status. After linking the Arctic to Canada’s place and role in the world, the author discusses the possible negative and positive effects of these processes of securitization. He then concludes the article by offering two specific recommendations to better Canada’s role in the Circumpolar World.

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)0.003
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.086
Threshold uncertainty score0.627

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.006
Science and technology studies0.0080.008
Scholarly communication0.0100.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.035
GPT teacher head0.306
Teacher spread0.271 · 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 designQualitative
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

Citations4
Published2011
Admission routes2
Has abstractyes

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