ANALYSES OF FREE CONVECTION FLOW OF AN INCLINED PLATE EMBEDDED IN A DOUBLE LAYER POROUS MEDIUM
Why this work is in the frame
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Bibliographic record
Abstract
Porous media offer wide practical applications, such as the use of the porous medium in solar water desalination systems to enhance water evaporation or condensation. Water condensation represents half of the desalination process. This study presents a simulation for the condensation process with double porous layers. This problem is simulated as the natural convection from an inclined plate embedded in a double layer porous medium; the plate was subjected to a constant wall temperature with variable layers thickness, permeability ratio and different plate angles. The effects of these parameters on the temperature distribution and total heat transfer were investigated. It has been found that the heat transfer rate increases with increasing the permeability ratio. Also increasing the layers thickness ratio in low permeability ratios, or keeping the layers ratio as minimum in the high permeability ratios are favorite. The inclination angle affects negatively the rate of heat transfer due to the buoyancy effect.
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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 | 0.001 | 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 it