THE INNOVATION PROCESS IN LOCAL DEVELOPMENT – THE MATERIAL, INSTITUTIONAL, AND INTELLECTUAL INFRASTRUCTURE SHAPING AND SHAPED BY INNOVATION
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 purpose of the article is to define the material, institutional, and intellectual infrastructure of a region and identify the innovative processes that determine its creation. Our main research hypothesis is that the processes that influence the creation of a region’s infrastructure determine a region’s competitiveness as well. To verify these premises, we conducted a study among the residents and employees of a municipality. The research employed deductive and inductive methods and a qualitative analysis was performed. Pearson’s linear correlation coefficient and factor analysis (inference based on the modal and median values) were used in the study. The research verified the hypothesis that innovative processes influence the creation of a region’s infrastructure and that innovative processes in the studied region exhibit low dynamics, which is caused by financial and psychosocial barriers. The important role of social leaders in municipalities was identified as well, above all as regards building civic society and social activity. The added value of the article is threefold: the developed model of infrastructure construction in the material, institutional, and intellectual dimensions of a region; recommendations for the investigated municipality; and a structured questionnaire that, together with the model, can be used for research in municipalities.
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 | 0.001 | 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 | 0.001 |
| 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