Numerical investigation of wall shear stress and pressure difference in microchannels
Bibliographic record
Abstract
Inthis study, wall shear stress and pressure difference values for a pure waterflow in various microchannel configurations are obtained numerically. Throughsimulations, physical effects of various flow rates on endothelium and immunesystem cells are predicted and case studies are carried out to investigate thebehavior of such cells under similar laboratory conditions. In-vivophysiological behavior of endothelium and monocyte cells under real conditionscan be predicted by pressure differences and wall shear stresses calculated forvarious flowrates. In this concept, various microchannel configurations such assudden expanding microchannels with different expansion ratios, microchannelswith cavities on one side and symmetrically curved microchannels are designedand CFD simulations are carried out to obtain computational values of thepressure drops between the inlet and outlet of the microchannels as well aswall shear stress distributions on the bottom walls of the configurations. 
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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".