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Record W4406326512 · doi:10.61869/wdbx3549

The University as a site of place-based entrepreneurship: The case of the Green Campus Co-operative

2021· article· en· W4406326512 on OpenAlexaboutno aff
Darryl Reed

Bibliographic record

VenueJournal of Co-operative Studies · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsnot available
Fundersnot available
KeywordsEntrepreneurshipSociologyBusinessEngineeringArchitectural engineering

Abstract

fetched live from OpenAlex

In recent years, universities in Canada have been increasingly tasked with promoting entrepreneurship. There are three primary ways in which they have taken up this mandate. The initial impetus, going back some decades, focused on active participation by university researchers, often in collaboration with existing businesses, in developing new products and start-ups. These initiatives, drawing on government-supported research findings, were often seen as a basis for promoting regional economic development (Menzies, 2000). A second concern has involved the teaching of entrepreneurship, while a third approach has focused on supporting students and recent graduates to develop their own new start-ups (Sá et al., 2014). This paper examines the potential of the university to promote entrepreneurship in a rather different manner. Specifically, it examines the university as a site or “place” of social entrepreneurship, where the university community both provides the entrepreneurial talent and is also the primary beneficiary of the entrepreneurial activity. It investigates this prospect through the examination of a particular case, one which involves collective entrepreneurship and a co-operative business model.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.704
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
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 head0.023
GPT teacher head0.288
Teacher spread0.265 · 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 designObservational
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

Citations1
Published2021
Admission routes1
Has abstractyes

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