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Two Advances in Cultural Entrepreneurship Research

2022· book-chapter· en· W4223979508 on OpenAlexaff
Christi Lockwood, Jean‐François Soublière

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicCultural Industries and Urban Development
Canadian institutionsHEC Montréal
Fundersnot available
KeywordsEntrepreneurshipScope (computer science)ConversationLegitimationSociologySet (abstract data type)Resource (disambiguation)Public relationsSection (typography)Political scienceBusinessComputer science

Abstract

fetched live from OpenAlex

Abstract Cultural entrepreneurship research is on the rise, with a growing community of scholars paying attention to the cultural processes and outcomes involved in entrepreneurship, strategic innovation, and change. To further develop this community, in this volume we assemble a collection of contributions showcasing two promising advances. In Section A, a first set of papers puts culture in cultural entrepreneurship by highlighting a multi-faceted view of culture and exposing new ways by which culture shapes and is shaped by entrepreneurial action. In Section B, another set of papers takes cultural entrepreneurship beyond entrepreneurship – that is, the prevalent yet narrow focus on new venture legitimation and resource acquisition – by broadening the scope of what cultural entrepreneurship entails and explains. In this introductory paper, we discuss how contributions within each section move the conversation forward and identify cross-cutting themes that can be found in both sections of this volume.

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 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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.815
Threshold uncertainty score0.971

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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0750.000

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 head0.196
GPT teacher head0.416
Teacher spread0.220 · 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 teacher head, not a consensus.

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

Citations10
Published2022
Admission routes1
Has abstractyes

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