Effect of Viscous Dissipation and Thermal Radiation on Thermal Properties of MHD Nanofluid in a Curved Channel
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The effects of radiation and magnetohydrodynamics on the peristaltic flow of a nanofluid through a porous media in a two-dimensional circular asymmetric channel have been theoretically analysed in terms of viscous dissipation. Under the assumption of a radially uniform magnetic field, the nanofluid is electrically conducting. The radiation response, thermophoresis, and Brownian motion are all taken into consideration by the transport equation. The assumptions of a long wavelength and a low Reynolds number have further simplified the problem. The impact of many parameters on the flow characteristics has been examined through graphical representations using MATLAB bvp4c. Further, impact of Nusselt and Sherwood numbers are studied and its effects are displayed through graphs. Also impact of Schmidt and Soret numbers are examined.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 it