Morphology development of polypropylene cellular films for piezoelectric applications
Bibliographic record
Abstract
In the present work, the dielectric nature of polypropylene and the softness of the cellular structure in the thickness direction of polypropylene cellular films were combined together to create a low cost and easily processable piezoelectric material. The effects of processing parameters, polymer crystallinity, filler type and concentration on the final structure of the cellular films were investigated. Three grades of calcium carbonate (CaCO 3 ) filler having an average particle size of 0.7, 3 and 12 µm were used. An optimized cellular film was developed by biaxial stretching and inflating a film made from three hot-pressed polypropylene sheets filled with 20 wt% of calcium carbonate particles with an average size of 12 µm. The cells have an average length of 35 µm and height of 4 µm with a density ratio of 0.8. Its particle size distribution compares favorably with those available in open literature.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".