Correlation Between Mechanical Properties and Cross‐Linking Degree of Ethyl Lactate Plasma Polymer Films
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Bibliographic record
Abstract
Plasma polymer films are more and more used in numerous applications such as the day‐to‐day packaging, which requires a good mechanical resistance of the coating. Since mechanical properties are function of the cross‐linking degree of the thin films, it is important to understand the relationship between the two. In this work, plasma polymer films were studied in terms of cross‐linking degree and mechanical properties, measured by means of ToF‐SIMS coupled to PCA and depth‐sensing nanoindentation, respectively. The data reveal that when the power increases, the films are more cross‐linked and show higher hardness, higher elastic recovery, lower creep strain and an increased ability for self‐healing. As the plasma polymer films are more cross‐linked, the plasticity drops and the viscoelasticity and hardness increase.
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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