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Record W7082555821

Ecological restoration as Indigenous environmental justice: A case study of the Upper Great Lakes Métis in Sudbury, Ontario

2024· other· en· W7082555821 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of Birmingham Institutional Research Archive (University of Birmingham) · 2024
Typeother
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse Scientific and Economic Studies
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousRestoration ecologyEnvironmental restorationEnvironmental justiceResource (disambiguation)Environmental degradationWork (physics)
DOInot available

Abstract

fetched live from OpenAlex

Indigenous peoples have long-standing relationships with the lands and waters in their communities and can, therefore, be disproportionately affected by the environmental impacts of resource extraction and industrial development. As such, ecological restoration offers social and environmental implications that have the potential to transform communities and promote Indigenous environmental justice. This thesis examines the relationship between ecological restoration and Indigenous environmental justice, specifically focusing on the Upper Great Lakes Métis in Sudbury, Ontario. Sudbury has a long history of mining and industrial development that has led to severe environmental degradation. However, the implementation of a successful ‘re-greening programme’ over the last four decades has remarkably restored components of Sudbury’s damaged landscapes. Despite the success of the scientifically-based restoration programme, there has been no research on how the Métis living in Sudbury perceive its processes and goals. This study seeks to fill this gap by exploring how the Métis perceive their environment and how they can contribute to restorative environmental work in the region. Using a mixed-methods approach, this study uncovers local perspectives on ecological restoration and environmental justice whilst drawing upon environmental justice frameworks, decolonising principles, and Two-Eyed Seeing. Through the use of ethnography with Métis participants and restoration professionals, the study uncovers local concerns regarding well-being and the environment. The study finds that the Upper Great Lakes Métis prefer a restoration approach incorporating Indigenous and Western scientific knowledge, underscoring the importance of Two-Eyed Seeing. This finding emphasises that acceptance of ecological restoration projects requires recognition of locally-valued forms of environmental justice. As seen in the literature, forms of justice may vary by Indigenous community. Thus, if restoration processes and outcomes are to incorporate Indigenous ways of knowing, pan-Indigenous approaches should be eschewed in favour of accommodating multiple understandings of well-being. This study contributes to Indigenous scholarship on ecological restoration and environmental justice, underscoring the importance of recognising the power dynamics between various social groups, including governments, industry, the scientific community, and other Indigenous peoples. It also highlights the need to confront these dynamics to promote Indigenous environmental justice, a concept that varies by community.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.358
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.000
Science and technology studies0.0010.002
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0070.001

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 head0.058
GPT teacher head0.245
Teacher spread0.187 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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
Published2024
Admission routes1
Has abstractyes

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