Method to Characterize the Weathering Extent of LLDPE/LDPE Thin Film
Why this work is in the frame
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Bibliographic record
Abstract
A kind of LLDPE(linear low density polyethylene)/LDPE (low density polyethylene)thin film for farm applications was subjected to accelerated and natural weathering.Carbonyl group,melting point,and high temperature shearing modulus were investigated as function of exposure time.Index of two kinds of carbonyl group,I1 and I2,which result from IR(infrared spectroscopy)spectra of weathered films,were defined to form a method for characterizing the weathering extent of LLDPE/LDPE thin film.A correlation is made between artificial and natural weathering.One hour of accelerated ageing was equivalent to about 10.73 hours of natural exposure.
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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) | 0.003 | 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