A novel bistable microelectromechanical mechanism utilizing socket joints
Bibliographic record
Abstract
This paper describes a novel bistable microelectromechanical mechanism implementation that utilizes socket joints. The energy storage characteristics of this mechanism offer two distinct stable states with power only required to shift from one state to the other. The mechanism described is a novel implementation of a toggle-type bistable microelectromechanical system (MEMS). Bistable mechanisms are a basic mechanical building block and find use in micro electrical and optical switches, as well as any mechanisms that require two stable positions and low power consumption. The design consists of several socket joints and springs, which create an energy barrier between stable states. When changing from one state to the other the springs reach a maximum compression at the toggle point, after which the stored energy in the springs is released bringing the mechanism into the second stable state. The design was fabricated using MUMPs technology. The devices were tested in our lab and they displayed the predicted functionality.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".