Influence of pulse-spouted infrared freeze drying on nutrition, flavor, and application of horseradish
Why this work is in the frame
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Bibliographic record
Abstract
Horseradish is a herb with a special pungent flavor. The objective of this research is to examine the effect of pulse-spouted infrared freeze drying (PSIRFD) on the nutritional value, flavor and application of horseradish. Several key product quality parameters were compared with those of samples dried by hot air drying (HAD), infrared-assisted hot-air drying (IRHAD), and freeze drying (FD). PSIRFD samples displayed similar color to that of the freeze dried samples. FD sample had higher total phenolics content (TPC; 22.71 mg GAE/g) as well as ascorbic acid content (4.32 mg/100 g). The content of isothiocyanates (ITCs) was the highest in PSIRFD samples, accounting for 97.44% of the total volatile compounds. PSIRFD can not only retain good flavor and taste, but also reduce the drying time and energy consumption. Horseradish paste made from PSIRFD samples was observed to possess the best DPPH scavenging ability, mellow taste, and higher viscosity.
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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 | 0.001 |
| 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