The Interplay of Permeability, Drainage Height, Capillarity, and Solvent Type on Diffusion and Convective Dispersion in the Vapex Process: A Critical Review
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Bibliographic record
Abstract
Despite numerous studies on various aspects of the Vapex process, diffusion and convective dispersion phenomena are of a particular interest. The lack of knowledge in this area has resulted in significant uncertainty in design of this process. This paper assimilates and presents a review on the effects of drainage height, permeability, solvent type, and capillarity on mass transfer phenomena in the Vapex process. Due to the scarcity of phase behavior data and variety of adapted experimental approaches in literature, Vapex number was used to investigate the interplay of studied parameters on the efficiency of mass transfer phenomena in Vapex process.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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