Analysis of imperfectly bonded thin-sheet actuators with largedeflection
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract: A thin-sheet piezoelectric actuator surface-bonded to a structure can be modelled as a thin layer bonded to an elastic half-space when the thickness of the structure is significantly larger than that of the actuator. The performance of the actuator is greatly affected by the interface conditions between the actuator and the host. The general behaviour of this type of structure under small deformation has been extensively studied analytically and numerically. Studies on delaminated thin films also gave great insights into the general mechanism of debonding in this type of structure. When loaded imperfectly mounted actuators are more susceptible to large deflection than perfectly bonded actuators. Previously existing studies presenting analyses of partially mounted actuators are mainly based on small deformations.
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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 | 0.001 |
| 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) | 0.003 | 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