The complete disturbance theory with taking the violation of electroneutrality for the description of inhomogeneous plasma cumulative-dissipative structures and self-forming shock waves of the electric field and plasma nozzles
Bibliographic record
Abstract
Abstract The author proves that many inhomogeneous plasma structures with characteristic sizes from 10 −15 to 10 26 m are formed (in plasma with current) by convective cumulative and dissipative processes. Electrical phenomena are observed in non-uniform atmospheres and ionospheres of all planets of the Solar System. The author has constructed for the first time the most complete non-stationary nonlinear 4D perturbation theory for describing the nonlinear interaction of a non-uniform plasma with current with an electric field. A modified non-stationary Navier-Stokes 4D equation for the electron concentration is obtained (with the violation of plasma electroneutrality in the approximation of small ion current compared to electron current) and its quasi-stationary solution is visualized, describing Vysikaylo’s plasma nozzles (analogue of Laval’s nozzles) and Vysikaylo’s shock waves (electric field). The work is of scientific and practical interest for interdisciplinary research and the development of a method for transfer of mathematical models from some areas of physical sciences to others, where their development is not yet sufficiently complete. This work is of interest to researchers of nonlinear 4D self-organization of plasma in the electric field of cumulative-dissipative structures in semiconductors, plasma in gas discharges, the ionosphere of the Earth and other planets, the heliosphere, stellar spheres, lightning, intergalactic lightning, etc.
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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 | 0.000 | 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 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".