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Record W4413378456 · doi:10.1139/as-2024-0046

Nurturing sustainable small-scale fisheries to strengthen food sovereignty in Qikiqtarjuaq, Nunavut, Canada

2025· article· en· W4413378456 on OpenAlexafffundvenueabout
Meghan Brockington, Tiff‐Annie Kenny, Mélanie Lemire, Hing Man Chan, Dennis Nauyavik, Philip A. Loring, E. Jane Parmley, Matthew Little

Bibliographic record

VenueArctic Science · 2025
Typearticle
Languageen
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsUniversity of VictoriaNunavut Arctic CollegeUniversity of OttawaUniversité de MontréalUniversité LavalCentre hospitalier de l'Université LavalCentre hospitalier universitaire de QuébecUniversity of Guelph
FundersFonds de Recherche du Québec - SantéArrell Food Institute, University of GuelphSocial Sciences and Humanities Research Council of CanadaCrown-Indigenous Relations and Northern Affairs CanadaArcticNetMichael Smith Health Research BCUniversity of Guelph
KeywordsFisheryScale (ratio)Food sovereigntyEnvironmental planningSovereigntyGeographyEnvironmental resource managementBusinessPolitical scienceFood securityEnvironmental scienceBiologyAgricultureCartography

Abstract

fetched live from OpenAlex

For generations, Inuit in Nunavut have relied on small-scale fisheries as a foundation for food security, cultural identity, and economic resilience. However, systemic barriers, such as the high cost of living, limited infrastructure, climate change, and colonial legacies, continue to challenge the sustainability of Inuit food systems. In this context, small-scale fisheries are increasingly recognized in academic and policy circles as a promising pathway toward Inuit food sovereignty, with the potential to strengthen local economies, promote cultural continuity, and improve access to nutritious, culturally significant foods like Arctic char. This qualitative case study prioritizes Inuit voices in Qikiqtarjuaq, Nunavut, to explore the complex role of small-scale fisheries in advancing food security, sovereignty, and community well-being. Semi-structured interviews ( n = 15) were conducted with Elders, experienced commercial fish harvesters, and local decision-makers. Findings emphasize the cultural significance of fishing practices, the emotional and spiritual connection to harvesting, and the importance of intergenerational knowledge transmission. Participants also identified key barriers, including the lack of infrastructure, harvester support, and local market access, that limit the full potential of small-scale fisheries. This study calls for strategic, rights-based policy interventions that support Inuit-led priorities. Investments in marine infrastructure, harvester development programs, and community-based market models can help ensure the sustainability of small-scale fisheries in Qikiqtarjuaq and similar Arctic communities.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.225
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0040.000
Scholarly communication0.0000.000
Open science0.0000.001
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 head0.025
GPT teacher head0.303
Teacher spread0.278 · 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 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

Citations1
Published2025
Admission routes4
Has abstractyes

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