Heat transfer in an MHD flow of an Erying-Powell fluid over a convectively heated stretching sheet in the presence of heat source and thermal radiation
Bibliographic record
Abstract
This study investigates the effects of viscous dissipation, Joule heating, and a heat source on the magnetohydrodynamic flow of an Eyring-Powell fluid over a convectively heated stretched sheet with convective boundary conditions. The fluid flows over a surface heated by a hot fluid from beneath through convection. The fluid's viscosity follows a Reynolds model, while its thermal conductivity varies linearly with temperature. By applying the standard similarity method, the governing nonlinear partial differential equations are transformed into ordinary differential equations. These equations are then solved numerically using the Spectral Quasi-Linearization Method (SQLM). The study presents and discusses graphical results that highlight the key fluid variables influencing velocity and temperature profiles. The findings of this research could have significant implications for various engineering applications, such as heat exchanges, chemical reactors, and thermal management systems.
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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 | 0.001 | 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".