Electrostatic Discharge Phenomenon: A Potential Threat to Aircraft Safety
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
<div class="htmlview paragraph">Electromagnetic threat could be an issue for aircraft safety. HIRF and lightning are the more known threats. However, even if the scientific community seems to focus on the increasing danger of passengers' electronics devices (PEDs) on board aircraft with respect to interference with aircraft systems, Electrostatic Discharge (ESD) appears to be a more harmful threat for aircraft systems than PEDs. ESD charging and discharging phenomena may lead to interferences with communication and navigation systems. More, ESD also generates E field pulses and voltages transients that could be fatal to some electronic systems components.</div> <div class="htmlview paragraph">With composite aircraft, because of the lack of skin conductivity, ESD could become a very high concern for systems immunity.</div>
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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