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Record W4404373529 · doi:10.14430/arctic79052

Co-management as an Ethical Space of Engagement: Prospects for Reconciliation in Vuntut National Park

2024· article· en· W4404373529 on OpenAlexfundvenueaboutno aff
Kai Bruce, Monica E. Mulrennan

Bibliographic record

VenueARCTIC · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicTourism, Volunteerism, and Development
Canadian institutionsnot available
FundersParks CanadaPolar Knowledge Canada
KeywordsNational parkSpace (punctuation)Environmental resource managementEnvironmental ethicsPolitical scienceGeographySociologyArchaeologyEnvironmental sciencePhilosophy

Abstract

fetched live from OpenAlex

Parks Canada’s commitments to reconciliation marks a significant shift in the governing paradigm of national parks, moving away from a colonial framework towards models that respect and elevate Indigenous forms of governance and knowledge systems. However, the extent to which a land claims–based co-management model, as the dominant mechanism of governance and engagement employed by Parks Canada, can serve as a vehicle for reconciliation is an open question. This paper endeavours to better understand the relational dynamics of co-management for their potential to advance reconciliation in national park settings. Using the lens of ethical space, we identify factors that either facilitate or impede relationship building between Vuntut Gwitchin First Nation and Parks Canada in the co-management of Vuntut National Park. Insights from semi-structured interviews conducted in 2021 with 11 community members and park managers indicate that an evolving-management relationship is sustained through extensive community engagement and Parks Canada’s support for strengthening community connections to the land. By adopting an ethical space framework for analysis, we were able to highlight different conditions and elements necessary for a protected-area co-management arrangement to serve as a solid foundation for reconciliation. Our analysis also revealed various structural impediments to the establishment of an ethical space conducive to reconciliation, particularly in the context of co-management arrangements based on land-claims agreements. These challenges included: discrepancies in approaches to protected-area management between Vuntut Gwitchin First Nation and Parks Canada, further complicated by the governance system employed by Parks Canada; issues of scale related to Parks Canada’s nested management structure, which affected relationship building between co-managers; financial constraints; and capacity constraints.

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)0.002
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.645
Threshold uncertainty score0.278

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
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 head0.036
GPT teacher head0.358
Teacher spread0.322 · 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 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

Citations0
Published2024
Admission routes3
Has abstractyes

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