Incubator interdependence and incubation performance in China’s transition economy: the moderating roles of incubator ownership and strategy
Why this work is in the frame
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Bibliographic record
Abstract
Taking an ecological perspective, we examine how two types of interdependence among business incubators located in the same region – mutualism and competition – affect the performance of these incubators. Using a dataset on Chinese National Technology Business Incubators (NTBIs) from 2008 to 2012, we show that incubator interdependence, measured by regional incubator density, has an inverted U-shaped relationship with a focal NTBI’s performance. We further explore how incubator ownership (government-owned vs. non-government-owned) and strategy (specialised vs. diversified) moderate the above relationship in China’s transitional economy. The results indicate that the linkage between incubator interdependence and incubation performance is stronger for non-government-owned and diversified business incubators. Theoretical and managerial implications are discussed.
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 | 0.001 | 0.001 |
| 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