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Record W7085635950 · doi:10.1111/cag.70037

“A true story of national reconciliation”: The Grays Bay Road and Port, Kivalliq Hydro‐Fibre Link, and Inuit jurisdiction

2025· article· en· W7085635950 on OpenAlexaffvenueabout

Bibliographic record

VenueCanadian Geographies / Géographies canadiennes · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicDiptera species taxonomy and behavior
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsPort (circuit theory)JurisdictionBayResource (disambiguation)Legislation

Abstract

fetched live from OpenAlex

Abstract This paper critically examines the recently proposed Grays Bay Road and Port and Kivalliq Hydro‐Fibre Link projects. Both projects aim to open Nunavut's Kivalliq and Kitikmeot regions to extractive development and have been championed as examples of economic reconciliation and Inuit self‐determination. Based on analysis of regulatory proceedings in which Nunavummiut Inuit have considered mining in areas impacted by the corridors, project finances, and the flow of benefits associated with extractive development, we ask how these projects engage Inuit jurisdiction. We suggest that despite claims made by proponents and project supporters, the Grays Bay Road and Port and Kivalliq Hydro‐Fibre Link projects will likely prioritize the aims and objectives of industry and continue the mostly unidirectional, uncompensated flow wealth away from Inuit. We conclude by reflecting on the implications of an expanded resource economy relative to the exercise of authority over Inuit land.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.794
Threshold uncertainty score0.815

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.010
GPT teacher head0.186
Teacher spread0.176 · 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 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

Citations1
Published2025
Admission routes3
Has abstractyes

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