A unified multiphysics finite element model of the polypyrrole trilayer actuation mechanism
Why this work is in the frame
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Bibliographic record
Abstract
Conducting polymer materials have demonstrated new possibilities for low-density active material actuators. This article briefly introduces several existing conducting polymer actuator modelling approaches and identifies limitations on their sole applicability for predictive design. The main contribution of this article is the proposal and development of a new unified multiphysics finite element model of the polypyrrole trilayer actuation mechanism that does not depend on specimen-specific parameters. The model predicts the structural deformation of trilayer actuators using only material properties such that the model itself is sample-independent and thus may have practical use as an electroactive polymer design facility. Comparison with published data indicates that the model’s predictions fall within 95% confidence intervals throughout the entire range of input potentials evaluated.
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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