Bibliographic record
Abstract
Microwave (MW) plasmas sources are described from low gas pressure to high gas pressures in Nitrogen (N 2 ) and Argon (Ar). This chapter focuses on the discharges sustained by microwave fields including surface waves at low gas pressure. It also focuses on the comparison of Ar metastable atom density in microwave and DC discharges as a function of pressure in the 0.02–1 Torr pressure range. To gain a better understanding of surface wave discharge plasmas, it is worth knowing the influence of the radial distribution of the MW electric field intensity of a surfatron plasma on the radial profile of the thin and absorbed line emissions that characterize the discharge. The chapter explains ionization of N 2 by electron collisions in surfatron and surfaguide cavities. André Ricard explains that the experimental setup is to obtain high electron density in N 2 UHF plasmas.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".