The Magnetohydrodynamic Effect In Electrochemical Systems Including Batteries
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
At vertical electrodes separated by a liquid electrolyte in any electrochemical process such as charging or discharging batteries, charging or discharging supercapacitors containing electrolytes, or in any process to convert by electrochemical means one substance into another, such as sodium chloride to sodium chlorate, or a racemate into one only chiral compound, the speed of the reaction can be increased by increasing transport to the electrodes if the electrodes or current collectors are magnetized. The result at a vertical electrode is enhancement of the natural convection and an increase in the maximum current density, or the cell will produce more product in a given time period; in a battery, a greater allowable current draw, and a lower loss of in-put energy on recharging.
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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