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Record W4406757207 · doi:10.1080/09700161.2025.2451001

Hot Stakes in the Arctic: Global Rivalries and New Geopolitical Forces

2024· article· en· W4406757207 on OpenAlexaboutno aff
Bipandeep Sharma, Uttam Kumar Sinha

Bibliographic record

VenueStrategic Analysis · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsnot available
Fundersnot available
KeywordsGeopoliticsThe arcticArcticPolitical scienceInternational tradePolitical economyEconomic geographyGeologyGeographyEconomicsOceanographyLawPolitics

Abstract

fetched live from OpenAlex

The Arctic, so exquisitely remote, seems at times to drift beyond the reach of global politics. In this frigid expanse, the Arctic Council, an intergovernmental forum standing as a rare bridge, kept its most formidable of rivals—Russia and the US—together, compelling the two to cooperate even as they continued to lock horns elsewhere. It seemed almost too good to be true. The enduring East-West peace once held in the Arctic has come under unaccustomed strain due to the Russia-Ukraine conflict, disrupting governance, research and economic activity while challenging decades of practical and operational cooperation across the region’s vast landscapes and seascapes spanning the northern reaches of North America, Europe and Asia. The irony is even more striking as the Arctic States have no direct territorial or sovereignty disputes in the region. Threat perceptions between Russia and the Arctic Seven—Canada, Denmark, Finland, Iceland, Norway, Sweden, and the United States—are now at an all-time high, particularly in the wake of NATO’s recent expansion, casting a long shadow over Mikhail Gorbachev calling the Arctic as a ‘zone of peace’ in his speech in Murmansk 1987. Non-traditional security issues like climate change, sustainable resource development and the concerns of the indigenous community now teeter on the edge of renewed rivalry, military posturing and strategic interests. In examining the intricate geopolitical strands in the Arctic, this Essay looks at how India—as a non-Arctic State, with independent diplomatic ties with both Russia and the NATO-aligned Arctic Seven—positions its interests in the High North. The analysis posits that, despite the Arctic States’ divergent geopolitical priorities, there is a need to restore a degree of lost cooperation. In this context, a renewed faith in ‘Arctic Science’ emerges as a compelling diplomatic tool, a neutral collaborative platform capable of bridging divides, rebuilding trust and carving out a credible pathway for addressing the Arctic’s most pressing challenges.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.631
Threshold uncertainty score0.928

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.069
GPT teacher head0.370
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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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

Citations2
Published2024
Admission routes1
Has abstractyes

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