Efficacy of Vacuum Microwave Drying in Microbial Decontamination of Dried Vegetables
Why this work is in the frame
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Bibliographic record
Abstract
Abstract The efficacy of vacuum microwave drying and a combination of microwave processing at atmospheric pressure + vacuum microwave drying on decontamination of freshly grated carrots and parsley leaves from naturally occurring microorganisms was studied. Samples were dried to < 8% moisture content under microwave radiation (2450 MHz, 1.8 kW) with either full vacuum or combination of 12 min atmospheric pressure and 46 min vacuum process. In the microwave under vacuum process the microbial population was reduced gradually as the exposure time increased, while in the combined method a dramatic decrease in microbial counts after 5 min exposure to microwave radiation at atmospheric pressure was observed. Keywords: CarrotDryingParsleyTotal aerobic countsVacuum microwaveYeast and molds Notes abc Within a row, values not sharing the same subscript are significantly different (p < 0.05).
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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 | 0.000 |
| 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