Computational fluid dynamics and experimental investigations on liquid–liquid mass transfer in T-type microchannels with different mixing channel barrier shapes
Why this work is in the frame
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Bibliographic record
Abstract
Micromixers with different shapes of barriers including cylindrical, semi-cylindrical, conical, and semi-conical were fabricated using 3D printer. Water (Alizarin Red S) + Aliquat 336 + 1-octanol system was chosen for analyzing mass transfer. Computational fluid dynamics analysis showed that the improvement of flow patterns in the case of cylindrical barrier was higher than that in other micromixers. The extraction efficiency using cylindrical barriers was 23.7–83.7% higher than that of the plain one. Performance ratio criterion was used for design selection. The highest performance ratios with the values of 1.04–1.65 were obtained in the microchannel with six conical barriers.
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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 | 0.001 | 0.001 |
| 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