Methodological Approach to the Implementation of Planning in the Management System of Innovative and Production Activities of Enterprises for the Sustainable Economic Development of the Region
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 purpose of the study involves the presentation of a methodological approach to planning in the management system of innovative and production activities of enterprises for the sustainable economic development of the region. To achieve the goals set, a number of methods were used that formed the research methodology. The main practical method that was used is the method of functional modeling and graphical demonstration of the process. The method is a modeling technique with specific goals and sub-processes to achieve it (IDEF). The results of the study demonstrated the formation of decompositions of models, each of which offers certain areas for improving planning in the management system of innovative and production activities of enterprises for the sustainable economic development of the region. The model was presented in the practice of several enterprises in a particular region. The model has all the principles of effective application for the implementation of the planning function in the management system of innovative and production activities of enterprises for the sustainable economic development of the region. Originality is manifested in the application of existing methods in a new field.
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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 | 0.003 | 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