Crystallization of Poly(<scp>L</scp>‐/<scp>D</scp>‐Lactide) in the Presence of Electric Fields
Bibliographic record
Abstract
Abstract We report, for the first time, an enhancement in melt crystallization kinetics of poly( L ‐/ D ‐lactide) (a type‐A1 polymer) in the presence of static electric fields as observed through measurement of the complex viscosity. Static electric fields of varying intensity (0–2.4 × 10 5 V m −1 ) are applied directly to the crystallizing polylactide melt at five different temperatures. The crystallization rate enhancement increases both with crystallization temperature and applied electric field intensity. An XRD analysis and optical microscopy studies allows us to attribute this to increased nucleation in the presence of an electric field. A technique allowing for the estimation of the rate of homogeneous nucleation induced by the electric field is developed.
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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".