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Record W2154862048 · doi:10.1177/0020702015572764

America's rebalance to the Asia-Pacific: The impact on Canada's strategic thinking and maritime posture

2015· article· en· W2154862048 on OpenAlexaffabout
Elinor Sloan

Bibliographic record

VenueInternational Journal Canada s Journal of Global Policy Analysis · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicMilitary and Defense Studies
Canadian institutionsCarleton University
Fundersnot available
KeywordsNavyInteroperabilitySoftware deploymentAsia pacificPolitical scienceStrategic thinkingInternational tradeEconomyBusinessStrategic planningEconomicsMarketingEngineeringComputer scienceLaw

Abstract

fetched live from OpenAlex

This paper examines the impact of the US pivot to the Asia-Pacific on Canada's strategic thinking and maritime posture. It highlights elements of the US rebalance before examining Canada's recent past, present, and future strategic and military engagement. Canada wants to be able to contribute to crisis de-escalation if regional tensions lead to conflict, yet the Royal Canadian Navy has less deployment capacity today than it has had in 25 years. To contribute to mediatory influence, and provide warfighting capability, a recapitalized navy should increase deployments to the region, forward deploy some naval assets, and ensure interoperability with its US counterpart. In the event of a crisis, a choice might have to be made between a neutral, honest-broker stance and a more likely decision to contribute forces to a US-led coalition. The first step in either case is to be in the Asia-Pacific region with capable and credible naval forces.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.758
Threshold uncertainty score0.997

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 studies0.0010.000
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 head0.016
GPT teacher head0.328
Teacher spread0.312 · 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 designNot applicable
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

Citations3
Published2015
Admission routes2
Has abstractyes

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