Pressure gradient and electroosmotic effects on two immiscible fluids in a microchannel between two parallel plates
Why this work is in the frame
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Bibliographic record
Abstract
A model of the flow of two immiscible fluids in a microchannel between two parallel plates was made. The concept of pumping a nonconducting fluid using interfacial viscous shear stress was applied while taking into account the combined effect of the pressure gradient and electroosmosis. To determine the electric potential and flow parameters, the Poisson–Boltzmann equation and modified Navier–Stokes equations were solved for a steady fully-developed laminar flow. The results obtained demonstrate the influence of the pressure difference, the dynamic viscosity ratio, the wall and interfacial zeta potentials, the interface location and the interfacial shear stress on the flow characteristics of both fluids. A comparison of results was performed to validate the developed approach.
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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