RADIO‐FREQUENCY HEATING OF HAM TO ENHANCE SHELF‐LIFE IN VACUUM PACKAGING
Why this work is in the frame
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Bibliographic record
Abstract
ABSTRACT Radio‐frequency heating at 27.12 MHz was studied for the pasteurization of ham samples repacked in plastic films. The samples were brought to internal temperatures of 75C and 85C in 5 min and maintained at those temperatures for an additional 5 min. The ham samples were vacuum‐packed in three different plastic films and stored at 4C for 1 to 28 days. All samples were examined for moisture loss, colour change, sensory quality attributes such as off odors and sliminess, and total bacterial surface counts. The study indicates that radio‐frequency heating, coupled with appropriate packaging, can improve the storability of repacked hams by reducing the bacterial load, reducing moisture loss and maintaining an overall greater product sensory quality and acceptance.
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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