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Record W4407438677 · doi:10.1016/j.energy.2025.134930

Financing clean technologies within Canada's Indigenous communities: Perspectives on sustainable energy transition from practitioners and academics

2025· article· en· W4407438677 on OpenAlexafffundabout
Joel Krupa, Frank Busch, Derek Gladwin, Naoko Ellis

Bibliographic record

VenueEnergy · 2025
Typearticle
Languageen
FieldEnergy
TopicGlobal Energy and Sustainability Research
Canadian institutionsUniversity of British ColumbiaOkanagan University CollegeUniversity of British Columbia, Okanagan CampusPacific Insight Electronics (Canada)Spectra Energy (Canada)
FundersCanada First Research Excellence FundMitacs
KeywordsClean energyIndigenousClean technologySustainable energyPolitical scienceBusinessEconomic growthEnvironmental planningEngineeringEnvironmental resource managementEnvironmental protectionRenewable energyGeographyEconomicsEcology

Abstract

fetched live from OpenAlex

Indigenous communities across Canada continue to maintain significant influence on the long-term trajectory of that nation's clean energy transition. Whether it is merchant transmission lines in Ontario or new large-scale hydroelectric generation in British Columbia, communities are adopting their own financing approaches to support Indigenous financial inclusion. Some of these strategies are long-running, while others demonstrate novelty. All approaches aim to develop financial and energy sovereignty. In this co-produced paper (jointly prepared by Indigenous and non-Indigenous practitioners and academics), we synthesise select locally-rooted structures already in use – including many leveraged through extended experiences in both the energy transition generally and the national or community-based Indigenous economic development & energy and infrastructure units specifically. We then spotlight national clean technology financing-supportive organisations that can help with maintaining momentum and reaching scale. To conclude, we offer distinct areas where Indigenous communities and non-Indigenous partners can continue to creatively collaborate at every stage of the energy finance lifecycle – from very early-stage innovation all the way through to later stage refinancing of maturing assets. The Canada-centric case study presented here may present implications and insights for other countries or territories seeking to empower Indigenous voices in their own energy transition. • Explores financial strategies enabling Indigenous ownership and participation in renewable energy projects. • Emphasizes the importance of co-production between Indigenous and non-Indigenous experts for successful energy initiatives. • Examines Canadian case studies with insights relevant to Indigenous energy transitions worldwide. • Highlights how Indigenous-led projects create economic, social, and environmental benefits. • Identifies key funding mechanisms and policy recommendations to enhance Indigenous energy investment.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.792
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.008
GPT teacher head0.236
Teacher spread0.228 · 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.

Study designTheoretical or conceptual
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

Citations6
Published2025
Admission routes3
Has abstractyes

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