Calculation of radiant heat flux from compartment fires in various ventilation conditions
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
Radiant heat flux calculation methods from a compartment fire to an adjacent structure have been previously developed using different techniques [1–7]. All of these methods consider post-flashover, ventilation controlled compartment fire scenarios where internal compartment temperatures and external flames through openings contribute to the overall radiation received at the target locations. However, the applicability of these methods for compartments with different ventilation conditions such as fuel controlled or forced-flow ventilation is unknown due to insufficient experimental data. These conditions may be necessary for design scenarios where wind conditions can affect burning in the room and the resulting heat transfer to adjacent buildings. New data from large-scale compartment fire tests is used in this paper to explore the development of calculation methods for different ventilation conditions.
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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) | 0.001 | 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 it