Bibliographic record
Abstract
This paper presents the design of a new MEMS ultrasonic sensor that exploits the single bubble sonoluminescence (SBSL) phenomenon to realize a highly efficient transduction mechanism. In the proposed scheme, a thermally generated microbubble is to be stabilized using dielectrophoresis (DEP) techniques in the precise center of a 300 mum high by 150 mum diameter cylindrically shaped MEMS micro-chamber. As the ultrasonic sound waves strike the microbubble, the bubble collapses to emit highly stable light pulses. The emitted light pulses are to be detected using integrated photo-detectors to generate an equivalent electrical signal to realize the transduction process. Since there is no vibrating mechanical structure, the sensor is free of any pull-in phenomenon or stress related affects associated with capacitive type MEMS ultrasonic sensors and can have a much higher dynamic range compared to capacitive type ones
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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".