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Record W7064633829

Contested Icescapes: Land, Politics, and Change on an Arctic Agricultural Frontier

2024· other· en· W7064633829 on OpenAlexaboutno aff

Bibliographic record

VenueeScholarship (California Digital Library) · 2024
Typeother
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsFrontierSubsistence agricultureIndigenousAgrarian societyPoliticsLivelihoodAgricultureThe ImaginaryEthnography
DOInot available

Abstract

fetched live from OpenAlex

Contested Icescapes is an ethnographic and historical study of climate and agrarian change in the Northwest Territories, Canada. This dissertation examines how and in what ways marginal Arctic land has become an imaginary and material frontier for agriculture and considers the implications of the new frontier for rural and Indigenous lands and livelihoods. Through archival and ethnographic research, I contribute a deeply situated analysis of agricultural development and broader food systems change in this cold-climate region. I trace the entangled histories of settler colonialism, agricultural development, and climate change, and I demonstrate how these forces (re)shape the subjectivities and class relations of rural peoples, as well as their relationships with the state, Indigenous governments, society, and the environment.Throughout this dissertation, I develop the concept of “contested icescape,” which I use to analyze how various material, social, and political-economic forces assemble and reassemble to enable a Northwest Territories’ agricultural frontier at various historical moments. The contested icescape also refers to a discordance between frontier imaginary and frontier reality, and it is in this liminal space – shaped by local political contestations, increasingly uncertain ecological futures, and historical transformations in the regional political economy – that Northwest Territories’ agriculture continues to be characterized by smallholder family farmers and subsistence agriculture. Despite deep historical and political tensions between commercial smallholder famers and Indigenous subsistence growers, I demonstrate that both groups have been dispossessed of land and livelihoods as a result of new climate enclosures. I argue that rural and Indigenous peoples are adapting to new conditions of production and social reproduction, yet these adaptive practices are mediated by long standing colonial inequalities and transformations in the regional political economy. This dissertation underscores the importance of Indigenous and local environmental governance in climate justice.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.806
Threshold uncertainty score0.391

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0180.023
Scholarly communication0.0080.003
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.016
GPT teacher head0.232
Teacher spread0.216 · 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 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

Citations0
Published2024
Admission routes1
Has abstractyes

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