EXPLORING THE INTERACTION OF RED BLOOD CELL ANALOGS WITH TURBULENCE USING PARTICLE TRACKING VELOCIMETRY
Bibliographic record
Abstract
Particle Tracking Velocimetry (PTV) is performed in order to study the interaction of red blood cell analogs with turbulence. Super water absorbent deformable hydrogel beads are used to represent red blood cells (RBC) in different suspending fluids. Excellent optical matching is observed between the hydrogel beads and the suspending fluids. The results of PTV measurements show significant differences between the velocity patterns in the presence and absence of the hydrogel beads. However, the velocity patterns appear comparable between the different solutions. In order to analyze the detailed interaction of red blood cell analogs with turbulence, a new experiment has also been designed. An approximately homogeneous turbulent shear flow is generated in a large-scale tank by towing a shear generator consisting of a plane parallel-rod grid. In this large-scale experiment, large- and small-scale coherent structures will be investigated with and without RBC analogs in the absence of the complex wall effects.
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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".