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Record W2995341470 · doi:10.14430/arctic69363

Co-management of Traditional Foods: Opportunities and Limitations for Food Security in Northern First Nation Communities

2019· article· en· W2995341470 on OpenAlexafffundvenueabout
Ainslie Cruickshank, Geranda Notten, Sonia Wesche, Kate Ballegooyen, Geraldine Pope

Bibliographic record

VenueARCTIC · 2019
Typearticle
Languageen
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsUniversity of Ottawa
FundersUniversity of Ottawa
KeywordsFood securityCorporate governanceGovernment (linguistics)BusinessIndigenousEnvironmental resource managementFood insecurityPolitical scienceAgricultureGeographyEconomicsEcology

Abstract

fetched live from OpenAlex

Traditional foods that First Nations peoples harvest or gather from the land remain critically important for achieving and sustaining food security for many communities. In Canada’s North, land claim agreements include provisions for First Nations to participate in the governance of their traditional territories, including the co-management of important traditional (wild-harvested) food species. Because such agreements only specify the broad contours of co-management governance, their actual functioning evolves out of a complex interplay among the co-managing organizations over the course of time. This paper aims to deepen our understanding of how First Nations communities can enhance food security as participants in co-management. Our study connects research on food security with research on co-management and is the first to analyze how First Nations can improve their food security by influencing decision-making that affects traditional foods through co-management arrangements. Following a succinct review of the Indigenous food security and co-management literatures, we analyze the experiences of Kluane First Nation in enhancing community food security through the co-management of its traditional territory with Yukon Government and Parks Canada, interpreting the data in light of the theories and evidences offered by research on co-management. The analysis of data collected from semi-structured interviews and from First Nations and government resources shows that, while the co-management system is imperfect, it does offer a mechanism through which First Nations can exert influence on decisions that affect their food security. The three key themes emerging from the excerpts confirm the importance of co-management as an evolutionary and long-term process, in which trust- and relationship-building are ongoing activities that are fundamental to beneficial collaboration involving the sharing of information and power. The analysis also highlights the role of context, or situational factors, in facilitating or hindering collaboration.

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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.467
Threshold uncertainty score0.632

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 studies0.0010.000
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 head0.261
GPT teacher head0.349
Teacher spread0.088 · 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 designQualitative
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

Citations16
Published2019
Admission routes4
Has abstractyes

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Same venueARCTICSame topicIndigenous Studies and EcologyFrench-language works237,207