Fundamental Basis and Connection of Modern Entrepreneurial Logistics and SCM
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
Author’s approach to identification and systematization of separate theoretical-methodological issues of modern entrepreneurial logistics and concept of SCM has been provided in the article. Features of fundamental basis of business-logistics and SCM system in interconnection with initial adjoining sciences in different fields of knowledge (mathematics, military science and so on) have been grounded. The principle of rationalism has been identified as a common classical basis for all historical kinds of logistics. Dualistic character of modern economical logistics has been defined and it has been offered to use it as a basis of logistics classification. Term “specialized logistics” has been separated and revealed. Rhochrematics has been identified as a direct evolutional basis of a modern concept of managing logistical provision. Classification of levels of Party Logistics has been improved by indication of measure and character of outsourcing logistical functions by the company. Methodology has been systemized and hierarchical basis of logistical approach in economics has been determined.
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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 | 0.001 | 0.002 |
| 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