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Record W2893196233 · doi:10.1139/er-2018-0024

Renewable energy and energy autonomy: how Indigenous peoples in Canada are shaping an energy future

2018· article· en· W2893196233 on OpenAlexafffundvenueabout
Robert Stefanelli, Chad Walker, Derek Kornelsen, Diana Lewis, Debbie Martin, Jeff Masuda, Chantelle Richmond, Emily Root, Hannah Tait Neufeld, Heather Castleden

Bibliographic record

VenueEnvironmental Reviews · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Acceptance of Renewable Energy
Canadian institutionsUniversity of GuelphCape Breton UniversityDalhousie UniversityWestern UniversityUniversity of ManitobaQueen's University
FundersCanadian Institutes of Health ResearchQueen's University
KeywordsIndigenousRenewable energyAutonomyOperationalizationGrey literatureGovernment (linguistics)Climate changePolitical scienceEnvironmental impact of the energy industryEnergy developmentEnergy policyEcologyLaw

Abstract

fetched live from OpenAlex

In 2015, the Liberal Party of Canada formed a majority federal government on a platform that included prioritizing Nation-to-Nation relationships with Indigenous (First Nations, Inuit, and Métis) peoples in the country and re-asserting global leadership in climate change action by moving away from fossil-fuel based extraction and toward renewable energy initiatives. It may be argued that addressing both of these issues, advancing Indigenous–Settler reconciliation, and mitigating climate change, can be done in the same space. Indeed, though Indigenous peoples in Canada and elsewhere have recently moved forward with renewable energy initiatives within their Territories, there has been very little critical analysis on just how such projects have been operationalized and whether renewable energy can or even should be considered a vehicle for reconciliation efforts. In this paper, we present a systematic review of Canadian literature (spanning from 1980 to 2017) concerning Indigenous peoples’ involvement in renewable energy to better understand the stated motivations and desires of Indigenous peoples in Canada taking leadership, partnering in, and (or) participating in the renewable energy sector. Using a series of keyword search strings across three academic databases, two theses databases, and a grey literature search, we retrieved literature (n = 980) that was subjected to four exclusionary forms and then thematically analyzed the included literature (n = 26). Our findings suggest Indigenous peoples’ experiences and motivations are varied, yet many are developing renewable energy in their Territories to: break free of colonial ties, move towards energy autonomy, establish more reliable energy systems, and reap the long-term financial benefits that clean energy can provide. Despite the apparent advantages seen throughout most of the literature reviewed here, we suggest further research in this area is necessary before this kind of positive rhetoric of renewable energy in Indigenous communities builds enough momentum that proponents become blind to possible shortcomings. We conclude with a broader discussion of the interactions between Indigenous–Settler reconciliation in the context of renewable energy projects as well as offering indicators for future research to fill current knowledge gaps.

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)0.004
metaresearch head score (Gemma)0.008
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: Review · Consensus signal: none
Teacher disagreement score0.084
Threshold uncertainty score0.609

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.010
Science and technology studies0.0180.010
Scholarly communication0.0080.003
Open science0.0020.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.234
Teacher spread0.218 · 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
GenreReview

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

Citations108
Published2018
Admission routes4
Has abstractyes

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