Проблема образования, переработки и утилизации нефтешламов
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 research has shown that the integrated processing unit developed by Alfa Laval Oil Field, Ltd, can process all kind of sludge into valuable commercial product for further disposal of both liquid and solid phases. The processing is carried out in a certain way. Oil sludge from the sludge tank is fed by intake to the charging stock tank, where it is processed before being sent to the separator. At first one tank is being filled to maximum level, and then the raw material from the filled tank is transferred to the heat exchanger and to the washout. The temperature of sludge in the heat exchanger reaches 65 °C. Processed oil sludge is fed to the separation unit. The high-speed poppet nozzle separator separates raw material into oil fractions, water and mechanical impurities. The proposed technical procedure for oil sludge processing has been tested in a number of enterprises.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.022 | 0.046 |
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