Bibliographic record
Abstract
In this study, numerical analysis of entropy generation in a novel bio-inspired surface developed microchannel is presented. A three dimensional conjugate heat transfer model is developed to analyse the entropy generation in the microchannel of hydraulic diameter of 187.5 m and length of 20 mm. The working fluid is Deionized water and the flow is maintained for three different Reynolds number (Re) = 250, 650 and 1050. The novel surface is inspired by fish scales and patterned on the bottom surface of the microchannel at which a constant heat flux of 100 W/cm 2 is applied. The entropy generation rate is inversely proportional to the values of inclination angle (). A maximum of 42% reduction in entropy generation rate is observed in the MC_A10 ( =10) microchannel at Re = 1050 compared to the plain microchannel. The MC_A10 microchannel has the least value of augmentation entropy generation number, s = 0.58 at Re = 1050.
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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 | 0.001 |
| 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 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".