INNOVATIVE MANAGERIAL ASPECTS OF THE POTENTIAL OF MATERIAL-TECHNICAL BASE AND THE FORMATION OF CONTROLLING MECHANISM IN THE MANAGEMENT OF THE ENTERPRISE POTENTIAL DEVELOPMENT
Bibliographic record
Abstract
In the current context, an important basis for the reproduction of life-sustaining activity and rise in the operation efficiency of domestic commodity producers is the mobilization of all available reserves. One of the major reserves is the use of available opportunities for resource economy, i.e. careful and economical use of resources. The primary focus of the domestic economy on a lower innovation-technological modes leads to the need of attracting enterprises to the technological development processes. The article examines the innovative aspects of the material-technical base management and the formation of controlling mechanism in the management of the industrial enterprise potential development. The innovative development of industrial enterprise potential is targeted as a research object. The aim of the article is justification of approach to strategic management of enterprise material-technical base (MTBE) development on the basis of restructuring as well as justification of specific features of formation and use of the controlling mechanism of the enterprise development processes. Achieving this goal involves determining the ability of the enterprise to develop its potential in innovative way as well as strategy features of such development, and the formation of the set of control parameters to manage this development, the justification of peculiarities of formation and use of the controlling mechanism of innovative development of an enterprise potential, and the development of methodological recommendations on organizational structuring of controlling mechanism and its connection with the enterprise staff activities.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".