The existing business relations model has exhausted itself: restructuring on a scientific basis in the face of changes
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 article substantiates that the business relations functioning model has exhausted itself and in this connection there is an urgent need for society in a scientific approach to the market economy organisation. The methodology of the research proceeds from the unity of the historical and logical in the market economy development, the need to replace its obsolete forms with more developed ones, which is possible on the basis of modern economic science. The results include such methodological tasks as the material and technical base modernisation of the domestic economy, the business relations scientific organisation and the new intellectually advanced and mobile employee formation, as well as applied directions of their implementation in the scientific regulation form of these processes, taking into account the requirements of the socio-economic laws system and the updated state mission. Finally, the conclusion has been formulated about the need to accelerate the implementation of the proposed strategic and tactical directions of social development as objective measures proposed by modern economic science.
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 | 0.001 |
| Science and technology studies | 0.001 | 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