Performance of an Ultrasound and Infrared Assisted Conductive Hydro-Dryer as a High Quality and Energy Efficient Drying Method: A Mini-review
Bibliographic record
Abstract
To overcome some of the limitations of conductive hydro-drying method, the new patented combined ultrasound and infrared assisted conductive hydro drying (UIACHD) was designed and fabricated. Three case studies were conducted on the new dryer to evaluate its functionality. Apple and okra slices and potato puree were dried using this dryer. The physicochemical quality of the dried apple and okra slices including color and vitamin C content was compared with fresh and freeze-dried products. The effects of drying methods on resistant and digestible starch content of cooked potatoes were also investigated. These studies showed the potential of UIACHD in drying heat sensitive food materials as a high quality and energy-efficient drying method.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".