Bibliographic record
Abstract
According to the actual steelmaking working position of No.8 EAF in XINYEGANG Co.Ltd,a model used for numerical simulation was established.The oxygen and steel's flow status in steelmaking EAF was studied by numerical simulation.The results showed some inclusions as follows.The max oxygen' s velocity is 671m/s in Laval tube' s outlet and it' s weakened in the flowing process until about 121 m/s on the molten surface.The oxygen' s power density is 6507 W/t in Laval tube' s outlet and 1799 W/t on the molten surface and the steel' s stirring power density is 50 W/t.If the oxygen' s power density in Laval tube' s inlet is assumed to be 100,the oxygen' s power density will be 71.70 at Laval tube' s outlet and 19.82 on the molten surface respectively,while the steel' s stirring power density will be 0.55.
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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 | 0.000 | 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".