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Record W4401516978 · doi:10.4324/9780429442438

A Business History of Retail

2024· book· en· W4401516978 on OpenAlexaffabout
Bettina Liverant

Bibliographic record

Venuenot available
Typebook
Languageen
FieldBusiness, Management and Accounting
TopicWine Industry and Tourism
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsBusinessCompetition (biology)MarketingBusiness modelConsumerismGoods and servicesGovernment (linguistics)Consumption (sociology)CommerceEconomicsEconomyMarket economySociology

Abstract

fetched live from OpenAlex

Although transformations in retailing are of tremendous current interest, there is no single broad-ranging account of the evolution of retailing formats. A Business History of Retail fills this gap, providing a chronological presentation of changes in retail businesses and shopping experiences from pre-industrial times to the present. Retailing is explored as both an economic and a cultural phenomenon, tracing retail strategies and business operations as they are reconfigured by retailers adapting to changing conditions, new technologies, government policies, and evolving markets. Relationships between the makers, sellers, and buyers of goods are shaped and reshaped as retailers, large and small, respond to competition and pursue new opportunities. Areas of continuity are identified even as businesses grow and strategies evolve. After four centuries there are more retailers selling more merchandise in more ways to more customers. The mass consumption of goods and services is central to American and Canadian history and understanding consumer society requires understanding retailing. Combining original research with recent scholarship in business and social history, cultural theory, and readings in current retail business strategy, this study provides a valuable resource for students and scholars in a wide range of fields and will appeal to general readers with an interest in retail, shopping, and consumerism.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.021
Threshold uncertainty score0.069

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0050.007
Scholarly communication0.0100.007
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0210.005

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 head0.030
GPT teacher head0.196
Teacher spread0.166 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2024
Admission routes2
Has abstractyes

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