MétaCan
Menu
← Back to cohort
Record W4406856816 · doi:10.32920/28271525

"The Land is No Longer as it Was": Land Use, Resource Extraction, and Land Claims in the Yukon Territory

2025· preprint· en· W4406856816 on OpenAlexaboutno aff
Glenn Iceton

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsnot available
Fundersnot available
KeywordsLand useResource (disambiguation)Land information systemGeographyExtraction (chemistry)Resource useLand managementEnvironmental resource managementNatural resource economicsEnvironmental scienceEconomicsComputer scienceEngineeringCivil engineering

Abstract

fetched live from OpenAlex

“The Land is No Longer as it Was: Land Use, Resource Extraction, and Land Claims in the Yukon Territory” by Glenn Iceton, explores the historical and ongoing conflicts over land use and resource extraction in the Yukon Territory. It delves into the 1973 land claims negotiations between the federal government and the Indigenous peoples of the Yukon, highlighting the settler backlash and the competing narratives of land use. The article examines the intertwined interests of settler colonialism and extractivism, and how these have shaped the region's history and environment. It also discusses the role of Indigenous organizations like the Yukon Native Brotherhood and the Yukon Association for Non-Status Indians in advocating for land claims and their vision for sustainable resource development. The article provides a comprehensive analysis of the socio-political dynamics and the environmental impacts of resource extraction in the Yukon.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.784
Threshold uncertainty score0.429

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0050.008
Scholarly communication0.0030.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.047
GPT teacher head0.385
Teacher spread0.339 · 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 designQualitative
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
Published2025
Admission routes1
Has abstractyes

Explore more

Same topicIndigenous Studies and Ecology→French-language works237,207→