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Record W4377024102 · doi:10.1108/jmh-02-2023-0007

Sizzle without the steak: the emerging strategic implications of receiving a free offering in the digital age

2023· article· en· W4377024102 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.

Bibliographic record

VenueJournal of Management History · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Organizational Studies
Canadian institutionsUniversité LavalUniversité du Québec en Outaouais
Fundersnot available
KeywordsOriginalityDimension (graph theory)Context (archaeology)Value (mathematics)Perspective (graphical)SociologyStrategic managementWork (physics)Public relationsMarketingManagementPolitical scienceBusinessSocial scienceEconomicsQualitative researchEngineeringComputer scienceHistory

Abstract

fetched live from OpenAlex

Purpose This study aims to fill a gap in the literature. The notion of giveaways/free has not been well addressed in management history literature and arguably is a valuable contribution in that it has a strategic dimension. Design/methodology/approach This paper is conceptual. It is a structured survey of ideas/opinions about the notion of “free” in commercial endeavor. The survey is organized largely from a historical perspective. Findings Several categories of “free” are delineated and placed into a historical and strategic context. Originality/value The work has strategic implications and lays out a new research agenda for management historians.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.564
Threshold uncertainty score0.305

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.036
GPT teacher head0.225
Teacher spread0.189 · 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