Entrepreneurship as a Process: Toward Harmonizing Multiple Perspectives
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- Metaresearch, Meta-epidemiology (narrow), Insufficient payload (model declined to judge)
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Theoretical or conceptualConsensus signal: Theoretical or conceptual
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.338
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.013 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.004 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.208 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
Are there any common denominators within the diversity of entrepreneurship literature that may serve as foundations for understanding the entrepreneurial process in a systematic and comprehensive way that is useful to both scholars and practitioners? The objective of this paper was to discover about the entrepreneurial process what, if anything, is both generic ( all processes that are “entrepreneurial” do this) and distinct ( only entrepreneurial processes do this). Our approach was to evaluate published models of entrepreneurial process to discover what scholars have argued about what entrepreneurs do and how they do it (the processes they use) and to seek out any key commonalities that scholars claim are associated with the phenomenon. Unfortunately for the field, the investigation demonstrates that, as at the time of our investigation, the 32 extant models of entrepreneurial process are highly fragmented in their claims and emphases and are insufficient for establishing an infrastructure upon which to synthesize an understanding of entrepreneurial process that is both generic and distinct. Insights gained in the study lead to suggestions for future research and theory development of which the most urgent is the need to develop a single harmonized model of entrepreneurial process capable of embracing the best of what is on offer and adding new theoretical arguments in areas where practice shows that they are lacking.
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.
The record
- Venue
- Entrepreneurship Theory and Practice
- Topic
- Entrepreneurship Studies and Influences
- Field
- Business, Management and Accounting
- Canadian institutions
- University of Regina
- Funders
- not available
- Keywords
- Extant taxonProcess (computing)EntrepreneurshipField (mathematics)PhenomenonDiversity (politics)SociologyManagement scienceKnowledge managementPositive economicsMarketingBusinessEpistemologyEconomicsComputer science
- Has abstract in OpenAlex
- yes