MétaCan
Menu
Back to cohort
Record W7024720892

Sustaining the Arctic Nation State: The Case of Norway, Iceland, and Canada

2018· book-chapter· en· W7024720892 on OpenAlexaboutno aff

Bibliographic record

VenueRadar (Oxford Brookes University) · 2018
Typebook-chapter
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsnot available
Fundersnot available
KeywordsArcticSustainabilityThe arcticState (computer science)National identityIdentity (music)
DOInot available

Abstract

fetched live from OpenAlex

The aim of ensuring Arctic sustainability seems universally agreed upon – even if the aim remains both undefined and contested in terms of sustainability of what, where, how, and by whom. The eight Arctic states – the full members of the Arctic Council with territory north of the Arctic Circle – not only hold particular rights here, but also particular responsibilities; among these is arguably a key role in ensuring Arctic sustainability. The title of ‘Arctic state’ is to be actively performed, and in the process becomes tied to questions of ‘who we are’ as a nation state. This chapter explores how discourses of sustainability become tied to those of national identity in the Arctic states, and in the process, the former comes to reproduce and reify the latter. Focusing on three of the eight Arctic states – Norway, Iceland, and Canada – the chapter draws on interviews with state personnel about their sense of an ‘Arctic identity’. Through their statements of ‘sustainable’ practices demonstrative of an identity – a seemingly inherent characteristic of the national community – they also indirectly ‘sustain’ the image and idea of the nation state itself.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.947
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
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 head0.015
GPT teacher head0.222
Teacher spread0.206 · 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
GenreOther

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

Citations1
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueRadar (Oxford Brookes University)Same topicArctic and Russian Policy StudiesFrench-language works237,207