The Flammability of Atmospheres Within Nearly-Empty Liquid Fuel Tanks
Bibliographic record
Abstract
<div class="htmlview paragraph">A comprehensive modeling is made of the transient transport processes taking place within nearly-empty axisymmetrical cylindrical liquid fuel tanks. The resulting likelihood of the formation or dissipation of flammable mixtures within the tank with time as a consequence of the transient vaporization processes of the fuel are established. Some aspects of the predicted results were validated against our corresponding experimental results involving mainly pure liquid fuels in open cylindrical containers that were nearly-empty.</div> <div class="htmlview paragraph">The effects of fuel properties, geometry and ambient conditions are considered in relation to the possibility of having the atmosphere within the tanks supporting flame propagation, in the event of the presence of an ignition source somewhere within the tank or a flame just outside the tank. The effects of changes in some operating conditions on the potential for fire spread inside liquid fuel tanks are discussed.</div>
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".