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Record W2998627806

Institutional entrepreneurs co-creating new ventures and new industries: the case of Manitoba hemp food entrepreneurs and the hemp food industry

2018· dissertation· en· W2998627806 on OpenAlexaboutno aff
Yixiang Li

Bibliographic record

VenueMspace (University of Manitoba) · 2018
Typedissertation
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsnot available
Fundersnot available
KeywordsFood industryBusinessEntrepreneurshipMarketingFood scienceChemistry
DOInot available

Abstract

fetched live from OpenAlex

This thesis explores the key processes involved in entrepreneurs co-creating a new industry while developing their new venture. To guide our analysis, this thesis will draw on institutional theory, which has increasingly provided important and relevant insights for entrepreneurial research. Specifically, the process of gaining legitimacy is seen as one of the fundamental steps for institutional entrepreneurs. This exploratory research will take an inductive qualitative design and draw on an in-depth case study of the Manitoba hemp food industry, from which a group of entrepreneurs co-created the hemp food industry in order to develop their own hemp food business. Based on the extant literature and analysis of data from the case, this thesis proposes the industry legitimation model and three propositions based on the hemp food industry legalization and commercialization. The model, among other things, proposes gaining cognitive legitimacy as the foundational step in creating a new industry.

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)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.717
Threshold uncertainty score0.562

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0200.008
Scholarly communication0.0050.002
Open science0.0010.007
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.024
GPT teacher head0.220
Teacher spread0.196 · 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 designQualitative
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

Citations0
Published2018
Admission routes1
Has abstractyes

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