Entrepreneurship, resistance to change and growth in small firms
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
The focus of this paper is on existing small firms, with fewer than 50 employees, and their attitudes to change, using data from regular quarterly small firm surveys conducted by the Small Business Research Trust, especially from the 1,212 respondents to the fourth quarter of 1999 (15:4, motivation, objectives and targets) and the 812 respondents to the first quarter 2000 survey (16:1, changes). The overlap between the respondents to these successive surveys allows their responses to be cross‐tabulated. It was expected that there would be strong positive links between growth‐orientation, the setting of financial objectives (as opposed to lifestyle goals), propensity to introduce changes and actual growth, and that age and size of firm effects will also be present and likely, as intervening variables, to influence these relationships. The findings confirm these expectations (and the mirror image of resistance to change linked to non‐entrepreneurial performance).
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 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 | 0.000 | 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