Integrated Scheme of Natural Gas Usage with Minimum Production of Entropy
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
Abstract Three schemes of the gas turbine cycle have been analyzed from the point of view of the second law of thermodynamics: the conventional gas turbine cycle, where natural gas (methane) is oxidized by air; a closed gas turbine cycle, in which methane is oxidized by oxygen; and a proposed gas turbine cycle, in which the methane is first converted to synthesis gas (a mixture of carbon oxide and hydrogen), then part of the synthesis gas is oxidized by oxygen for electric energy generation while the rest is withdrawn from the power cycle for production of methanol, ether, synthetic fuel, etc. It has been shown that the third integrated scheme of natural gas usage provides minimum entropy increase as well as suppression of toxic nitrogen oxides generation in combustion products. Therefore, it could be considered as a prospective energy‐saving technology.
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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 | 0.000 |
| 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