Numerical Study of 2D Radiated Viscous Nanomaterial Over Unsteady Stretching Surface Under Impact of Porous Media, Ohmic Effect and Suction or Blowing
Why this work is in the frame
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Bibliographic record
Abstract
The current study presents a numerical model of emitted viscous nanomaterial by the stretching of the surface with porous media, Ohmic effect and suction or blowing. The partial differential equation is converted into a system of basic differential equations using the appropriate technique. The RKF45 approach is used to provide a numerical solution to the resulting problem. The influence of several significant parameters on velocity values, concentration, temperature, and the Nusselt number is calculated, and demonstrations are presented using figures and tables. The results obtained are compared to those obtained earlier. The main conclusions of this study are that heat transfer rate increases with Ohmic effect and decreases with porosity and suction/blowing effect. The findings have ramifications in a variety of sectors, including nuclear reactors, synthetic fabrics, metal extrusion, and crystal formation.
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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) | 0.001 | 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 it