Particle turbulent dispersion and loading effects in an inductively coupled radio frequency plasma
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Bibliographic record
Abstract
Particle turbulent dispersion and particle loading effects in an inductively coupled radio frequency (rf) plasma reactor are investigated numerically. Comparison is made between the effects of particle turbulent dispersion and deterministic dispersion processes to show the significance of particle turbulent dispersion in this kind of reactor system. The relative importance of particle turbulent dispersion is found to be sensitive to the Stokes number in the particle loaded plasma flow. The plasma-particle energy and momentum loading effects (two-way coupling effects) are studied separately to highlight their respective roles in the energy and momentum transfer between the plasma and the particles. The results show that both energy loading and momentum loading have significant influence on the plasma and particle temperature and velocity profiles. The effect of energy loading is more pronounced.
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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 | 0.001 |
| 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