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Record W7067117523

Land and sovereignty: relationships with land, Indigenous sovereignty, and hydropower production in northern Manitoba

2022· dissertation· en· W7067117523 on OpenAlexaboutno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2022
Typedissertation
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousHydropowerHydroelectricityGovernment (linguistics)SovereigntyNatural resourceCorporationResource (disambiguation)
DOInot available

Abstract

fetched live from OpenAlex

Relationships between Indigenous peoples, government, and corporations have long been points of contention and challenge. In northern Manitoba, the construction and operation of hydroelectric generating stations and control structures have long caused destruction to land and water and social and cultural challenges for Indigenous communities impacted by these projects. This dissertation looks at the relationships between Manitoba Hydro, a Crown hydroelectric corporation in Manitoba, and Inniniwak (Cree) communities in northern Manitoba historically and currently in order to review the implications of natural resource extraction on Indigenous sovereignty. Through a review of historical relationships, contemporary partnership agreements, apologies made by the government of Manitoba, and the continued importance of relationships with the land for Inniniwak people in northern Manitoba, I argue that relationships with land are a fundamental basis of Indigenous (Inniniwak) sovereignty and that the ways in which hydropower production in Manitoba is implemented creates challenges for Indigenous sovereignty. Despite these challenges, I review some ways in which Inniniwak people are continuing their relationships with the land, and thus acting out their sovereignty and (re)creating and maintaining it, despite destruction caused by hydropower production. Additionally, I review the ways in which Inniniwak communities are continuing to assert their sovereignty through direct action against destructive decisions made by the provincial government and Manitoba Hydro.

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 score0.224
Threshold uncertainty score0.450

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0050.007
Scholarly communication0.0030.002
Open science0.0010.002
Research integrity0.0010.001
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 head0.013
GPT teacher head0.227
Teacher spread0.213 · 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
Published2022
Admission routes1
Has abstractyes

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