A thermoresponsive electromechanical microchip for temperature control in biomedical smart implants
Bibliographic record
Abstract
This paper reports an electromechanical micro circuit breaker device developed for self-temperature regulation and safe operation of electronic implants that produce heat in vivo. A micromachined cantilever actuator made of nitinol is used as a normally closed thermoresponsive switch to prevent the host implant from overheating. The device is packaged to be a biocompatible microchip with a footprint of 0.7×1.9 mm2. The testing of fabricated microchips shows their contact resistance of ~35 Ω at the cold state and rapid rise to the open state as temperature reaches ~54 °C. Their electromechanical responses to heat and related threshold temperatures are measured to be well consistent with those of the particular nitinol material used. These preliminary results illustrate the desired functionality of the micro circuit breaker, validating the effectiveness of the adopted design-fabrication approach.
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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 | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".