ISLAND ENTREPRENEURS: INSIGHTS FROM EXCEPTIONALLY SUCCESSFUL KNOWLEDGE-DRIVEN SMES FROM 5 EUROPEAN ISLAND TERRITORIES
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.
Bibliographic record
Abstract
Developing successful, indigenously-owned, small scale, export-oriented, manufacturing firms from small island locations is difficult but not impossible. This paper describes key outcomes of a research project which is reviewing a selection of such successful firms from 5 European island territories. Operating in the information and communication technology sector allows small island firms to compete successfully in export markets. They often do so by depending on the wide, 'extra-island' contacts and experiences of their 'global-local' entrepreneurial founder-owners, who often leverage start-up funds from private and personal sources. The absence of notable local market opportunities induces island entrepreneurs to 'export or perish', obliging a competitive strategy from inception.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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