Management Tools of Cost Controlling at the Gas Transportation Enterprise
Why this work is in the frame
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Bibliographic record
Abstract
The importance of controlling in modern conditions is defined. A brief overview of the main evolutionary stages in the development of the theory and methodology of controlling is provided. The expediency of projection of the concept of controlling on the cost management system at the gas transportation enterprise is justified. The paper points at the grouping of controlling methods in general scientific methods, methods of a number of individual sciences, and specific methods, which are offered to divide into general management methods and methods of cost controlling. The author’s systematization of enterprise-wide management tools of controlling is provided, depending on the most significant areas of activity of the enterprise, management functions, levels of the management hierarchy and the nature of implemented targeted enterprise systems. The cost management methods are structured by management functions and stages of production and sales. The authors point at the predominant classification of each method into strategic and operational tools. The recommendations for further practical use of the presented systematization are provided.
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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 | 0.005 | 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 | 0.001 | 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