Electrically enhanced drying of white champignons
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
Electrohydrodynamic (EHD) drying is novel nonthermal technology exploiting high-voltage corona discharge for dehydration of heat-sensitive biomaterials. In this study, we investigated the effects of voltage, electrode geometry, air flow, humidity, and material thickness on drying rate of sliced white champignons. In most cases, drying rate of mushrooms was proportional to moisture content, which corresponds to diffusion-limited drying. Decrease of air relative humidity from 70 to 30% or introducing forced air flow 1.0 m/s significantly improved efficiency of EHD drying. Increase of emitters’ density or thickness of mushroom slices negatively influenced drying rate. Effect of EHD on color was insignificant in contrast to forced air drying, which provoked significant browning. Energy, used in EHD drying, was negligibly small as compared to thermal drying. These results have been taken into consideration for up-scaling of the EHD drying.
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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) | 0.000 | 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