Surface charge and photoionization effects in short air gaps undergoing discharges at atmospheric pressure
Why this work is in the frame
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Bibliographic record
Abstract
The discharge behaviour in short metallic-dielectric electrode gaps in air at atmospheric pressure is examined as a function of the surface charge density on a dielectric anode. The charge distribution is assumed to be Gaussian and calculations are carried out using a two-dimensional model with rotational symmetry. Discharge development shortly after discharge inception (t = 0.1 ns) is compared to that in proximity to discharge quenching (t = 1.0 ns). The results indicate that surface charge accumulation, as a consequence of successive discharges of like polarity, appreciably influences the photon flux at the cathode and the photoionization rate in the gas volume; it has a marked effect not only on the discharge behaviour at the longer development times but also shortly after discharge inception.
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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