Application of a newly developed compressed-air-foam fire suppression system
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
National Research Council (NRC), in collaboration with National Defence Canada (DND), has initiated a project to investigate the feasibility of using a newly-developed compressed-air-foam (CAF) fire suppression system to provide fire safety protection to aircrafts and hangar structures. Previous research has indicated that such an objective can be met if the fire suppression system achieves 90% control of the fire in 30 s and extinguishment in 60 s. As a part of this project, a prototype CAF protection system was developed and evaluated to determine whether it meets the project objective. Fire suppression tests of the prototype CAF system with three simulated aircraft hangar fire scenarios, provide technical evidence that the CAF system can meet the fire protection objective using a combination of overhead CAF nozzles and portable low-level nozzles, which could be located near each aircraft to suppress any fire that would be concealed from the overhead nozzles.
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 | 0.000 | 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