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Record W4377136625 · doi:10.5070/lp63361143

Franchising and the Extraction of Surplus Value: Excavating the Legal Boundary Between Franchisees and Employees

2023· article· en· W4377136625 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

VenueJournal of Law and Political Economy · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicFranchising Strategies and Performance
Canadian institutionsYork University
Fundersnot available
KeywordsValue (mathematics)BusinessEconomic surplusValue chainPrivate sectorSurplus valueMarketingCommerceEconomicsMarket economyLawSupply chainMathematicsStatisticsPolitical scienceEconomic growthPolitics

Abstract

fetched live from OpenAlex

Nearly one in ten Canadians in the private sector works in the franchised sector of the economy. For the most part, franchisors operate as rentiers, extracting value from franchisees for the use of their brand. Research has demonstrated that this arrangement puts additional pressure on franchisees to extract surplus value from their employees that tend toward substandard and unlawful working conditions. In this scenario, franchisors benefit from but are only indirectly involved in the extract of surplus value. In some cases, however, the vertical controls exercised by “franchisors” over “franchisees” are so extensive, and the financial contribution of “franchisees” is so limited, that the franchisor becomes involved in directly extracting surplus value from franchisees. We explore this latter phenomenon through an excavation of the history of the legal distinction in Canadian business-format franchising in Canada and detailed studies of two recent Canadian cases in which “franchisees” successfully claimed employment status.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.626
Threshold uncertainty score0.429

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 studies0.0000.001
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 head0.016
GPT teacher head0.256
Teacher spread0.240 · 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