Definition the Determinants of Influence on the Engineering Sector and the System of its Legal Regulation
Why this work is in the frame
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Bibliographic record
Abstract
The main purpose of the article is definition the determinants of influence on the engineering sector and the system of its legal regulation for the reform of local regional authorities.The research methodology includes the use a vector diagram that clearly shows the influence of internal and external determinants on the engineering sector and the system of its legal regulation.Taking into account the fact that the authors of this study have been working and conducting scientific research in the field of regional management of the engineering sector for more than 5 years, we have systematized and identified the main determinants of the impact on the system of functioning of the legal link of engineering enterprises.As a result of using the modeling methodology through vector diagrams, which allows vector and graphic representation of the diagram of the influence of a certain process and phenomena, we have created a model of the influence of the determinants of influence on the engineering sector and the system of its legal regulation for the reform of local regional authorities.The study has its limitations, since the used modeling methodology through vector diagrams and the created model can currently be used in the realities of the countries of Central and Eastern Europe.In further research, the authors plan to adapt this model to the realities of other countries in Europe and the world.
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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 | 0.000 | 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