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Record W2132124331 · doi:10.1080/00076791.2012.706902

Building the Wholesale: The development of the English CWS and British co-operative business 1863–90

2012· article· en· W2132124331 on OpenAlexaboutno aff
Anthony Webster

Bibliographic record

VenueBusiness History · 2012
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHistorical Economic and Social Studies
Canadian institutionsnot available
Fundersnot available
KeywordsSophisticationBusiness historyBusinessMarket economyQuarter (Canadian coin)MarketingEconomyEconomicsManagementSociologyHistorySocial science

Abstract

fetched live from OpenAlex

The English Co-operative Wholesale Society (CWS), established in 1863, emerged in the nineteenth century as a key component of the British co-operative movement, selling to retail societies many of the commodities they sold on to their members and customers. But the CWS had to compete with private wholesalers in supplying retail societies, a situation which made the CWS’ relationship with the wider movement quite problematic. This article explores the establishment and development of the CWS during the first quarter century of its existence, and the strategies it employed to maximise its trade with societies, which included major involvement in manufacturing, and the development of global commercial activity. It is argued that in contrast with the picture of British enterprise offered by such commentators as Chandler, the CWS was in many respects a highly efficient organisation for its time, which successfully developed its role in the quite dysfunctional federation which was the co-operative movement. Indeed, it is argued that the CWS achieved a level of organisational and managerial sophistication which would not be seen in most British non-co-operative business until well into the twentieth century.

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)0.004
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.487
Threshold uncertainty score0.968

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0070.008
Scholarly communication0.0050.003
Open science0.0000.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0060.001

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 head0.034
GPT teacher head0.209
Teacher spread0.174 · 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
Published2012
Admission routes1
Has abstractyes

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