Strategic Planning and Management of High-Tech Developments and Innovative Technical Solutions
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 innovation-oriented activity of enterprises is vital to the formation of competitive positions of the national economy on the world scene. Moreover, the importance of innovation is due to the complex modern economic conditions. Because of the sanctions from developed countries, it is necessary to increase production activities within the country in order to meet domestic demand, as well as to improve cooperation with the countries of the Eurasian Economic Union and Southeast Asia. The study focuses on strategic planning and management of high-tech developments and innovative technical solutions. The authors predicted the financing of science in Russia until 2030. The paper uses comparative analysis, systematization, induction, and deduction. Russia has developed a positive trend in financing the R&D sphere until 2030, which will improve its position in the global competitiveness rating. These findings can be used by managers of enterprises with innovation activities, by authorities regulating innovation activities in Russia, and by specialists in the field of innovation.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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