Averaged Convection In A Flat Layer At Modulated Rotation Around A Horizontal Axis
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Bibliographic record
Abstract
The averaged convection in a vertical flat layer rotating around a horizontal axis oriented perpendicular to the layer plane has been experimentally studied.The layer boundaries are isothermal and are maintained at given, different temperatures.The layer is subjected to a periodic change in the speed of rotation -librations.The frequency and amplitude of rotation speed modulation varied.It is shown that the uneven rotation of the cavity leads to the excitation of the averaged convection of the liquid from the state of quasiequilibrium.The intensity of the average flows is determined by the pulsating Reynolds number.The flow developed in the librating layer has the form of an azimuthal vortex, the size of which increases radially with an increase in the cavity rotation rate.
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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