Effects of Thermal Radiation on the Heat Transfer Characteristics of a Rotating Nanofluid Flow Passing Through an Oscillating Vertical Plate with Variable Temperature
Bibliographic record
Abstract
This work intends to evaluate the heat transfer properties shown by an unsteady rotating nanofluid flow passing over a vertical plate that oscillates and has a temperature that changes when thermal radiation is present.It is produced exact analytical solutions for various water-based nanofluids comprising Ag, Al2O3 and TiO2.The study successfully addresses temperature and velocity-related challenges and comprehensively investigates the impacts of multiple factors, including the Prandtl number, Radiation parameter, Thermal Grasshof number, and time duration, on the temperature and velocity of the plate.The results are presented in detail with graphical illustrations.The significance of this discovery may be examined by the comparable velocity distributions of Al2O3-water and TiO2-water, which their almost identical densities can interpret.However, the increased density of Ag causes the Ag-water mixture to have a higher dynamic viscosity, resulting in a smaller boundary layer when compared to other particles.
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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".