MétaCan
Menu
Back to cohort
Record W1989742099 · doi:10.1080/14799855.2013.832213

Obama's Pacific Pivot in US Grand Strategy: A Canadian Perspective

2013· article· en· W1989742099 on OpenAlexaboutno aff
David S. McDonough

Bibliographic record

VenueAsian Security · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsDiplomacyNavyPerspective (graphical)Political scienceAsia pacificGrand strategyPublic administrationEconomyEconomicsLawPolitics

Abstract

fetched live from OpenAlex

This article explores the possible long-term trajectory of America's “pivot” to the Asia-Pacific and its implications for Canada's security policy. It shows that Obama's pivot represents the beginnings of a strategic choice on “selective primacy,” which, due to Washington's worrisome fiscal situation and push towards a more specialized force structure, promises to only deepen in the future. In the second half of the article, I examine how Canada will likely respond to America's more sustained strategic adjustment to the Pacific based on a reading of how the country traditionally adapts to American strategic preferences. The article concludes with some thoughts on an expanded Canadian effort at maritime diplomacy and the future of a Pacific-centric Royal Canadian Navy.

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.219
Threshold uncertainty score0.906

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.004
Science and technology studies0.0260.013
Scholarly communication0.0120.003
Open science0.0020.003
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0080.000

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 head0.010
GPT teacher head0.262
Teacher spread0.252 · 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 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
Published2013
Admission routes1
Has abstractyes

Explore more

Same venueAsian SecuritySame topicCanadian Policy and GovernanceFrench-language works237,207