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Record W4389325449 · doi:10.26619/1647-7251.14.2.10

Política externa do Canadá para a nova rota ártica ameaças e oportunidades na estratégia marítima

2023· article· pt· W4389325449 on OpenAlexaboutno aff
Luis António Cuco de Jesus

Bibliographic record

VenueJANUS NET e-journal of International Relation · 2023
Typearticle
Languagept
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsnot available
Fundersnot available
KeywordsGeopoliticsContext (archaeology)IgnorancePolitical scienceForeign policyViewpointsPolitical economySociologyGeographyLawPoliticsArchaeology

Abstract

fetched live from OpenAlex

Distance is a veil of ignorance, and even when the prejudices of specific viewpoints can be overcome, the friction caused by unique sociocultural differences is still not eliminated. The Arctic, one of the world's last unexplored regions, reveals a unique dynamic, highlighting complex dilemmas and choices that often have more than one dimension for states to consider when making decisions, choosing sides, setting policy, entering the conflict, or supporting or not supporting certain allies. The analysis presented here addresses the issues raised by Canadian legal unilateralism, given the geostrategic potential of the new sea route. This a fact that has much to reveal for the correct understanding of Canadian foreign policy, but it also tells us much about the mesoscale geopolitical context, namely the need for a common and coherent security policy to contain the largest regional actor – Russia.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.644
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.068
GPT teacher head0.371
Teacher spread0.303 · 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.

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
Published2023
Admission routes1
Has abstractyes

Explore more

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