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CANADIAN-RUSSIAN COOPERATION IN THE FIELD OF ARCTIC EXPLORATION IN THE 1990S AND 2000S

2024· article· en· W4404004552 on OpenAlexaboutno aff
Vasilii I. Kasenkov

Bibliographic record

VenueRSUH/RGGU Bulletin Series Political Sciences History International Relations · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsnot available
Fundersnot available
KeywordsArcticField (mathematics)The arcticPolitical scienceOceanographyGeology

Abstract

fetched live from OpenAlex

This article describes the interaction between Russia and Canada on the development of the Arctic space. The role of the Arctic in the conditions of an actively changing climate is very important both for the Arctic states that have direct borders with the region and for the whole world in general. The author analyzes the actions of the two countries in the period from the 1990s to the early 2000s. Gorbachev’s reforms, along with the active position of the Canadian government, made it possible to start cooperation on humanitarian issues even before the collapse of the USSR. The 1990s were marked by the active formation of a number of legal agreements on cooperation between Russia and Canada, as well as other Arctic states. In 1996, the Arctic Council was founded, an organization designed to ensure the sustainable development of the region. The progressive improvement of the relations between the two largest Nordic countries began to stagnate after 2006, with the coming to power of the Conservative Party led by S. Harper. The purpose of this article is to analyze the intergovernmental process between the Russian Federation and Canada aimed at the development of the Arctic region. The novelty of this work lies in the fact that, despite the presence in the domestic historiography of the studies on the topic, the article is the first attempt of a generalized scientific research of the Canadian-Russian cooperation in the development of the Arctic.

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)0.003
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 score0.070
Threshold uncertainty score0.505

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.006
Science and technology studies0.0100.003
Scholarly communication0.0030.001
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.331
Teacher spread0.300 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

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