Kinetics of Reduction by Carbon from Special Coke Used in Electrothermal Silicon Production for the C–Fe–O System
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
Kinetic features of the carbon in rexil special coke obtained from long-flame Shubarkol coal and used for electrothermal production of silicon are outlined. For the example of the C–Fe–O system, it is found that, in comparison with other reducing agents (graphite, blast furnace coke), rexil is characterized by high reaction rate and activation energy. Experimental and industrial tests regarding silicon production from ore in electric furnaces indicate that practically all of the charcoal in the batch may be replaced by rexil. For example, when the ratio of rexil and coal (in terms of fixed carbon C so ) is 80 : 20, the furnace productivity is increased, the degree of silicon extraction (91%) is increased, and the mean silicon content (97.8%) is increased.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| 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