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Record W4237987003 · doi:10.22584/nr48.2018.101

Editor's Introduction

2018· article· en· W4237987003 on OpenAlexaffvenueabout
Ken Coates

Bibliographic record

VenueThe Northern Review · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsCircumpolar starPoliticsPower (physics)PopulationArcticPolitical scienceCraftEnvironmental ethicsSociologyHistoryLawArchaeologyEcology

Abstract

fetched live from OpenAlex

The Northern Review 48 (2018): 1–2The Northern Review was established to provide a platform for serious, informed, and provocative writing on the Canadian North and the Circumpolar World. The four articles included in this issue continue in that tradition. They cover a diverse, even surprising, range of topics.Anthony J. Dzik introduces readers to the city of Nuuk, Greenland, which he suggests is a “primate city” because of its disproportionately large population within Greenland, and its manifestation of the national character. Residents of the North will find his article fascinating both for what it says about the compelling community of Nuuk but also for the magnetic economic, political, and cultural power of the capital city, a phenomenon that can be seen across the region. Paul Steenhof does an excellent job of “northernizing” a critical national debate about “standards,” looking specifically at water issues, emergency response capacity, building design, and environmental management. He makes a compelling case that national standards do not always address North-specific concerns and needs.The third article, by Andrew Chater, documents the growing role and authority of the Arctic Council, arguing that this important transnational and circumpolar organization has outgrown the limited role envisaged by the national governments that founded it. He makes it clear that the limitations of the Arctic Council have not been addressed by recent developments, but he is encouraged by the continuing transformation of the organization. The final essay in this issue, by Ellen Power and Arn Keeling, examines a little-known episode in northern history, the 1978 crash of the Soviet satellite Cosmos 954 in the Northwest Territories. The authors use this event to expose the structural, scientific, institutional, and cultural limitations of northern and national governments in coping with an unanticipated northern crisis. Each of these four articles makes a significant contribution to northern scholarship and each, in their own way, demonstrates the fundamental importance of critical and well-informed scholarship to the continued development of the Circumpolar North. We are delighted to include them in the growing body of scholarship introduced through the Northern Review.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.734
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.024
GPT teacher head0.338
Teacher spread0.314 · 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 designNot applicable
Domainnot available
GenreCommentary

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
Published2018
Admission routes3
Has abstractyes

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