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Record W3209597591 · doi:10.1007/s00267-021-01536-0

Indigenous Influence and Engagement in Mining Permitting in British Columbia, Canada: Lessons for Sweden and Norway?

2021· article· en· W3209597591 on OpenAlexafffundabout
Christina Allard, Deborah Curran

Bibliographic record

VenueEnvironmental Management · 2021
Typearticle
Languageen
FieldEngineering
TopicMining and Resource Management
Canadian institutionsUniversity of Victoria
FundersSvenska Forskningsrådet FormasEnergimyndighetenNorges ForskningsrådVINNOVAUniversity of VictoriaUniversity of Northern British Columbia
KeywordsIndigenousLegislationPolitical scienceLegislatureIndigenous rightsPublic administrationDeclarationEnvironmental planningEnvironmental resource managementEconomic growthGeographyHuman rightsLawEcologyEconomics

Abstract

fetched live from OpenAlex

Mine developments in Indigenous territories risk disrupting Indigenous cultures and their economies, including spiraling already high levels of conflict. This is the situation in Canada, Sweden, and Norway, as elsewhere, and is fostered by current state legal framework that reflect historical trajectories, although circumstances are gradually changing. Promising institutional changes have taken place in British Columbia (BC), Canada, with respect to new legislative reforms. Notably, new legislation from 2019 intends to implement the United Nations Declaration on the Rights of Indigenous Peoples (UNDRIP) in the province, by promoting consent-based and collaborative decision-making mechanisms. New environmental assessment legislation is another example; this legislation includes early engagement, collaborative decision-making, and Indigenous-led assessments. The article's aim is, first, to analyze how Indigenous communities can influence and engage in the mining permitting system of BC, and, secondly, to highlight the positive features of the BC system using a comparative lens to identify opportunities for Sweden and Norway regarding mining permitting and Indigenous rights. Applying a legal-scientific and comparative analysis, the article analyzes traditional legal sources. The article concludes that the strong points that the BC regime could offer the two Nordic countries are: the concept of reconciliation, incorporation of UNDRIP, the spectrum of consultation and engagement approaches, and the structure of environmental assessments. All three jurisdictions, however, struggle with balancing mine developments and securing Indigenous authority and influence over land uses in their traditional territories.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.589
Threshold uncertainty score0.950

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.006
GPT teacher head0.177
Teacher spread0.171 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations25
Published2021
Admission routes3
Has abstractyes

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