A novel smart adhesively bonded joint system
Why this work is in the frame
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Bibliographic record
Abstract
A new smart adhesive joint system was developed by integrating (surface bonding) electromechanical piezoelectric patches. The bending moments in this joint system could be adaptively controlled by adjusting the electric field applied to the surface bonded piezoelectric patches. As a result, the stress distribution in the adhesive layer is more uniformly redistributed, thus reducing the stress concentration in the ends of the interface bond line. A detailed theoretical model was developed for the analysis of a single-strap adhesive joint system to study the influence of the surface bonding of piezoelectric patches and the distribution of the stress in the adhesive layer. The integrity of the proposed solution was verified by analyzing the joint with a finite element method. The comparison of the results demonstrated the viability of the proposed smart joint system, as well as validating the accuracy of our proposed solution.
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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