Exact Analysis of Diffusion-Thermo Effect on MHD Natural Convective Flow Past an Oscillating Vertical Plate with Chemical Reaction and Thermal Radiation in Porous Medium
Bibliographic record
Abstract
The primary goal of this investigation is to explore the impact of diffusion-thermo on the flow characteristics of MHD natural convection via a permeable medium past an infinitely oscillating upright plate, while accounting for chemical reaction and thermal radiation effects. The Laplace transformation approach is employed to solve the governing equations for species continuity equation, energy and momentum. The simulation findings show that thermal radiation increases the primary fluid velocity while decreasing the secondary fluid velocity. Furthermore, increasing the Dufour number (Du) results in higher temperature fields as well as an increase in both primary and secondary fluid velocities. Also, the diffusion-thermo effect contributes to improve the temperature field. The equation for skin friction is obtained and graphically shown. Three-dimensional surface plots are used to demonstrate the Nusselt and Sherwood numbers. In addition, graphical representations are used to portray the effect of non-dimensional factors on concentration, temperature, and velocity patterns.
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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".