PYROLYSIS AND THERMOGRAVIMETRIC INVESTIGATION OF THE MONGOLIAN KHOOT OIL SHALE
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
Oil shales from eight deposits in the central economic region of Mongolia were characterized and their pyrolysis experiments and thermogravimetric study were carried out. The Khoot deposit oil shale was chosen as the best- quality one with maximum shale oil yield. The optimum conditions (heating temperature 550 C, heating rate 92 C/min) were determined. Shale oil fractions with different boiling temperature intervals and hard residue were obtained by using ordinary distillation. These products can be used as gasoline, diesel, oil materials and binding materials (bitumen-like hard residue) after isolation of organic bases, acids and phenolic compounds.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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