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Record W2051076002 · doi:10.1111/cjag.12000

The Changing Landscape of the Canadian Food Market: Ethnicity and the Market for Ethnic Food

2013· article· en· W2051076002 on OpenAlexaffvenueabout
John Cranfield

Bibliographic record

VenueCanadian Journal of Agricultural Economics/Revue canadienne d agroeconomie · 2013
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicCulinary Culture and Tourism
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsEthnic groupImmigrationAcculturationEthnologyPopulationPolitical scienceContext (archaeology)SociologyWelfare economicsGeographyEconomicsDemographyLaw

Abstract

fetched live from OpenAlex

This paper explores the interplay between immigration, ethnic diversity, and food demand in Canada. Attention focuses on the consequences of an increasingly diverse population on demand for food. The notion of dietary acculturation is discussed in the context of a fragmenting market for foods in Canada. A research agenda is presented with the intent to stimulate research that addresses the role of ethnicity in shaping demand for food in Canada. As Canada becomes more ethnically diverse, the landscape of the Canadian food environment will evolve. Understanding the impact of such change on demand for foods in Canada will become increasingly important. Such understanding can help inform the supply side of the market in terms of retail and food service location decisions, as well as decisions related to the marketing mix. Dans le présent article nous analysons l’interaction entre l’immigration, la diversité ethnique et la demande alimentaire au Canada et examinons tout particulièrement les répercussions de l’accroissement de la diversité ethnique sur la demande alimentaire. Nous abordons la notion d’acculturation alimentaire dans un contexte de segmentation du marché alimentaire au Canada. Nous présentons un programme de recherche qui vise à stimuler la recherche sur le rôle de l’ethnicité dans la détermination de la demande alimentaire au Canada. Plus la population canadienne se diversifiera sur le plan ethnique, plus l’environnement alimentaire évoluera, d’où l’importance de bien déterminer les répercussions de cette diversification sur la demande alimentaire au Canada. La détermination de ces répercussions aidera les acteurs du côté de l’offre à prendre des décisions quant à l’emplacement des magasins d’alimentation et des établissements de restauration et à la logistique commerciale (marketing mix).

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.756
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.022
GPT teacher head0.161
Teacher spread0.139 · 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 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

Citations10
Published2013
Admission routes3
Has abstractyes

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