In Situ Thermometry in Noble Gas Dielectric Barrier Discharges at Atmospheric Pressure
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Bibliographic record
Abstract
Abstract Atmospheric pressure (AP) dielectric barrier discharges (DBDs) are increasingly used to treat thermally‐sensitive materials. Reliable measurements of the kinetic gas temperature, T , are therefore of capital importance. Spectroscopically determined rotational temperatures, T rot , are often tacitly assumed to be equal to T . Here, we measured T with fibre‐optic instrumentation that is a priori immune towards high voltages and high‐frequency electromagnetic fields generally encountered in plasmas. Finding T rot > T in AP glow discharge (APGD) DBDs in He and Ne, we believe that T rot ≈ T only during the short (≈ µs) current peaks that characterize APGD. Therefore, T represents the time‐averaged gas temperature; calorimetric measurements using a thermocouple buried in an electrode support this view. magnified image
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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 | 0.001 |
| 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