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Record W4403363817 · doi:10.1016/j.eist.2024.100924

Hybrid entrepreneurship in just transitions: Dealing with dilemmas facing ‘the other’

2024· article· en· W4403363817 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

VenueEnvironmental Innovation and Societal Transitions · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCommunity and Sustainable Development
Canadian institutionsCarleton University
Fundersnot available
KeywordsEntrepreneurshipEconomic geographySociologyEconomic systemEconomicsBusinessNeoclassical economicsPolitical scienceLaw

Abstract

fetched live from OpenAlex

• Hybrid ventures provide alternative value creation in just transitions for ‘the other’. • Hybrid entrepreneurship enables transitions on communities’ own terms. • Community identity and community embeddedness are essential to alternative value creation. • Spiritual, confessional and cultural values are key leverages for alternative value creation. The aim of the paper is to investigate the role of hybrid entrepreneurship in developing justice and diversity responses to sustainability transitions that are complicated by contexts of ambiguous socio-technological shifts and manifested in material and ethical dilemmas for ‘the other’, i.e., those deemed different. Based on analysis of two original case studies featuring the other—the Nisichawayasihk Cree Nation indigenous community in Canada and the Karachi Down Syndrome Program in Pakistan—we identify the conditions for engaging minority communities in strong collaborative and participatory cross-stakeholder processes to deal with dilemmas posed by sustainability transitions. We centre on issues of social inclusion and social equity. We illuminate how hybrid entrepreneurship practices enable, structure and manage collective learning within and outside hybrid ventures to facilitate equitable transitions. Finally, we propose how to co-create actions that amplify marginalized voices to influence institutions.

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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.620
Threshold uncertainty score0.791

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 integrity0.0000.000
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 head0.282
Teacher spread0.246 · 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