A MEMS micromagnetic actuator for use in a bionic interface
Bibliographic record
Abstract
The design of a microelectromechanical (MEMS) device that forms part of a micro acousto-magnetic transducer for use with a hearing instrument is described in this paper. A MEMS realization of a microelectromagnetic actuator is used to generate a magnetic field that exerts a force on a permanent micromagnet that has been implanted on the round window of the cochlea. The motion of the implanted magnet will develop traveling waves on the basilar membrane inside the cochlea to give a hearing capability. A modular realization of the micro electromagnet has been proposed that offers the advantage that the magnet's magnetomotive force performance characteristics can be easily changed by depositing additional layers of the modular realization for the magnet core segments and their associated section of excitation winding. The MEMS structures have been designed and simulated using the IntelliSuite MEMS software package from the IntelliSense Corporation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".