Two Relaxation Mechanisms for Rejuvenation of Stable Polystyrene Glass
Bibliographic record
Abstract
We report on the rejuvenation of thin films of polystyrene (PS) as they are heated from stable glassy states, prepared either through vapor deposition or physical aging. For films with thicknesses h ≳ 200 nm and h ≲ 50 nm, the rejuvenation of vapor-deposited stable PS glass films is quantitatively described with zero free parameters by simulations using parameters previously obtained from isothermal rejuvenation measurements in the same material. For films with thickness h ∼ 140 nm, the behavior of the vapor-deposited films becomes more complicated and exhibits significant deviations from model predictions. After rejuvenation and physical aging, such films are then described by a single free parameter. The results of these studies suggest a new distinct mechanism that can result in rejuvenation of glassy PS, and hence two distinct relaxation processes that can couple to the material density.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".