Закономерности изменения качества кокса в зависимости от сырьевой базы ЦОФ “Кузнецкая” и ОУОУ ЕЗСМК
Bibliographic record
Abstract
The results of the experimental investigations into the components of the coal charge materials included in the raw material base for coking at the Kuznetskaya Central Concentration Plant and EZSMK Coal Concentration Installation Department as well as the concentrates of the concentration plant included in the raw material base for coking at the AO EVRAZ ZSMK and other concentrates of the Kuznetsk Basin have been presented. The regularities in the formation of the indicators of the coke CSR/CRI depending on the variations of the raw material base at the Kuznetskaya Central Concentration Plant and EZSMK Coal Concentration Installation Department have been established.
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How this classification was reachedexpand
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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.008 | 0.008 |
| Meta-epidemiology (broad) | 0.008 | 0.005 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.013 | 0.007 |
| Scholarly communication | 0.010 | 0.006 |
| Open science | 0.020 | 0.012 |
| Research integrity | 0.007 | 0.012 |
| Insufficient payload (model declined to judge) | 0.057 | 0.049 |
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; both teacher heads agree on what is shown here.
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".