Total innovation management paradigm for SMEs – an empirical study based on SME survey
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
Innovation plays a crucial role for enterprises' sustainable development. Total innovation management, a new innovation paradigm born in the 21st century, not merely emphasises the integration of technological innovation and non-technological innovation, but also includes all innovators and all time-space innovation. The core of TIM, 'three-all and coordination' model, has been applied by many large enterprises who has owned mature conditions for innovation management. Based on more than 200 SMEs survey and a certain number of case studies, this paper implies that the innovation performance in SMEs has something to do with total innovation management competence. However, there are different models of TIM application between large enterprises and SMEs; and how adaptability of TIM pattern leverage innovation capabilities of SMEs, is our task to penetrate.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 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