Numerical study of unsteady MHD oblique stagnation point flow with heat transfer over an oscillating flat plate
Bibliographic record
Abstract
Unsteady stagnation point flow impinging obliquely on an oscillating flat plate in the presence of a uniform applied magnetic field in a fixed frame has been studied. The governing boundary layer equations are transformed into three coupled, dimensionless, nonlinear, partial differential equations. Here the stream function is expressed as Hiemenz and tangential components. The equations are solved numerically by using the well-known implicit finite difference scheme, called the Keller-box method. To ensure the accuracy of obtained results, numerical results are compared with the results available in the literature. It is observed that the obtained solution is in excellent agreement with previous studies. The effects of pertinent parameters involved in the problem, namely, magnetic parameter, Prandtl number, and impinging angle, on flow and heat transfer characteristics are illustrated. It is observed that the magnetic field helps to translate the oblique stagnation point.
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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".