Migration Prediction Model of Chemical Substances from Limited Thickness Paper Plastic Packaging Material and Its Verification
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
According to actual system of paper/plastic packaging-compound-food,diffusion equations were built based on one-dimensional Fick diffusion theory.Partition coefficient kCP between paper and plastic was considered in the prediction model.Analytical solutions were obtained under specific initial conditions and boundary conditions.In addition,the migration of migrant 1-hydroxycyclohexyl-1-phenyl ketone and benzyldimethyl ketal from paper-plastic materials 4015 and 3312 into different food simulant at 60 ℃ was studied.The experimental migration data based on experiment and calculated values based on the model were analyzed.The results showed that calculated values are higher than the experimental values.The higher calculated values were caused because of the worst-case values of DC.As far as this DC is concerned,this model can ensure the using safety of packaging.
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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