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Record W3128829432 · doi:10.3390/su13041808

Rural Food and Wine Tourism in Canada’s South Okanagan Valley: Transformations for Food Sovereignty?

2021· article· en· W3128829432 on OpenAlexaffabout
Danielle Robinson

Bibliographic record

VenueSustainability · 2021
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicCulinary Culture and Tourism
Canadian institutionsOkanagan CollegeUniversity of British Columbia, Okanagan CampusUniversity of British Columbia
Fundersnot available
KeywordsFood sovereigntyFood systemsTourismSustainabilityWineSovereigntyLivelihoodRural areaAgricultureRural tourismEconomic growthFood studiesFood securityPolitical scienceBusinessTourism geographyGeographyEconomicsFood science

Abstract

fetched live from OpenAlex

This interdisciplinary research analyses the relationships between food sovereignty principles and food and wine tourism in rural contexts by asking how rural tourism stakeholders understand these concepts, mobilize the interrelationships, and to what purpose. Wine and food tourism is one of the fastest-growing rural tourism niches, with effects on the orientation of food systems, the livelihoods of producers, the viability of rural communities, and the biophysical environment. Secondary research and semi-structured interviews provide insights into how qualities of food sovereignty transitions are conceptualized, recognized, developed, supported, and promoted in the case of British Columbia’s South Okanagan Valley. An appreciative approach was used because this research aims to understand rural food and wine tourism’s potential contribution to food sovereignty. Although the term ‘food sovereignty’ did not resonate for most participants, qualities of a transition towards food sovereignty such as reorienting agriculture, food processing and consumption to the local region, supporting rural economies and environmental sustainability were considered integral to rural food tourism. Participants saw future opportunities for rural food and wine tourism to serve broader transformative purposes that would benefit locals, visitors, and the environment. Research results could be used to inspire critical academic, community and policy dialogue about food sovereignty in wine and food tourism destinations.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.039
Threshold uncertainty score0.181

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0110.004
Scholarly communication0.0040.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.010
GPT teacher head0.198
Teacher spread0.189 · 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 source (direct Gemma or distilled Codex), 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

Citations30
Published2021
Admission routes2
Has abstractyes

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