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Bread in the Economy of Qualities: The Creative Reconstitution of the Canada‐UK Commodity Chain for Wheat

2010· article· en· W1704855946 on OpenAlexaffabout
André Magnan

Bibliographic record

VenueRural Sociology · 2010
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicOrganic Food and Agriculture
Canadian institutionsUniversity of Regina
Fundersnot available
KeywordsCommodity chainContext (archaeology)CommodityQuality (philosophy)Supply chainBusinessTraceabilityAgribusinessAgency (philosophy)Food marketingEconomyMarketingEconomicsAgricultural economicsMarket economyAgricultureGeographyEngineeringSociologyProduction (economics)

Abstract

fetched live from OpenAlex

Abstract This article traces the creative reconstitution of the Canada‐UK wheat‐bread commodity chain since the 1990s. In the mid‐1990s, the Canadian Wheat Board (CWB) and a British bakery, Warburtons, pioneered an innovative identity‐preserved sourcing relationship that ties contracted prairie wheat growers to consumers of premium bread in the United Kingdom. The CWB‐Warburtons contract is emblematic of the increasing importance of quality claims, traceability, and private standards in the reorganization of agrifood supply chains. Yet the case is unique in two important ways. First, in the context of supermarket leadership in the coordination of quality chains, the program was established by two unlikely actors—a state marketing agency and a branded food manufacturer. Second, the quality chain centers on a semifresh, manufactured food staple (bread), whereas most quality chains are organized around fresh produce, meat, and dairy products. The CWB‐Warburtons story thus provides evidence of diversity and complexity in the shift toward the supermarket‐driven “economy of qualities.” I interpret these changes by locating them in broader processes of historical change. Led by the CWB and Warburtons, the shift toward quality in commodity chains for wheat bread is reconfiguring relations among key social actors in the prairie wheat economy as well as the UK bread market.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation 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: none
Teacher disagreement score0.090
Threshold uncertainty score0.652

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0170.034
Scholarly communication0.0120.004
Open science0.0010.005
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.000

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 head0.015
GPT teacher head0.219
Teacher spread0.204 · 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 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

Citations13
Published2010
Admission routes2
Has abstractyes

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