Resonance-based wireless power delivery for implantable devices
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Due to the limited life time of batteries, biomedical implants typically use inductive coupling to transfer power to the implantable device. Inductive coupling of source and load coils suffers from low efficiency due to the low coupling between the coils. The low coupling limits the maximum transferable power and operating range of the system. Using a resonance-based coupling technique, the adverse effect of low coupling between source and load coils is in part compensated by the high quality factor of the coils. Unlike its two-coil counterpart, in the presented four-coil energy transfer system the efficiency profile of the power transfer is not a monotonically decreasing function of the distance between the coils and can be optimized to provide a maxima at a relatively large operating distance. Furthermore, as compared to conventional systems, resonance-based system show more than 2× efficiency improvement over an increased operating range.
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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