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Record W2143791764 · doi:10.1068/a3833

Immigrant Grocery-Shopping Behavior: Ethnic Identity versus Accessibility

2007· article· en· W2143791764 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEnvironment and Planning A Economy and Space · 2007
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Ethnicity, and Economy
Canadian institutionsYork UniversityToronto Metropolitan University
Fundersnot available
KeywordsEthnic groupImmigrationMainstreamSociocultural evolutionSociologyConsumer behaviourIdentity (music)AcculturationDialecticConsumption (sociology)AdvertisingBusinessGeographyPolitical scienceSocial scienceAesthetics

Abstract

fetched live from OpenAlex

This paper contributes to the ongoing debate in the ‘new’ economic geography over the dialectic between the cultural and the economic, and in which the study of the geography of consumption is a prime example. The consumer behavior of culturally distinct immigrants is an intriguing and complex economic and cultural inquiry. In this paper we explore the grocery-shopping behavior of suburban middle-class Chinese immigrants in Toronto, where the group's ethnic economy has become full-fledged. Using a mixed approach combining focus groups and logistic modeling, we examine the preferences of Chinese immigrants between the fast-growing Chinese supermarkets and competing mainstream supermarket chains. Attention is focused upon the interplay of ethnic identity and accessibility in determining store patronage. The findings suggest a stronger effect of ethnic affinity on immigrants' choice of shopping venue than that of economic rationality. Grocery shopping, a most mundane and taken-for-granted activity, is practiced with sociocultural meanings by immigrants, and the social use of ethnic shopping spaces indicates that immigrants are not only consumers in ethnic shopping places but coactors in producing the unique ethnic retail environment.

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.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.042
Threshold uncertainty score0.569

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 communication0.0000.001
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 head0.048
GPT teacher head0.320
Teacher spread0.272 · 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