A Variable Spring Using a Tensegrity Prism
Why this work is in the frame
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Bibliographic record
Abstract
Prestressable pin jointed structures are statically indeterminate but kinematically they can be either overdeterminate or indeterminate. Tensegrities are special cases of the latter class. Although, all prestressable structures have variable stiffness that can be controlled by prestress, it is only a subgroup of them such as tensegrities that make effective variable stiffness springs. An N-gon tensegrity prism is investigated as a basis for making a variable stiffness spring called Tensegrity Prism spring. The appropriate deflection direction is found and force-displacement and stiffness equations of a translational tensegrity prism spring with n bars are found. In addition, the main characteristics of a variable tensegrity prism spring and the methods that improve them are discussed.
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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