Three dimensional touchless tracking of objects using integrated capacitive sensors
Why this work is in the frame
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Bibliographic record
Abstract
In this paper, a capacitive motion tracking system is proposed for detecting the motion of a user's hand or finger as s/he interacts with mobile computing devices such as cellular phones and tablets. The main benefits of using capacitive sensing technique over the other existing ones are its low power dissipation, ease of integration, cost effectiveness, and noise immunity. A differential sensing method has been implemented to enhance the robustness and accuracy of capacitance sensing. Simulation results are found to be in good agreement with experimental data in predicting the behavior of the sensing system consisting of sensing electrodes and readout electronics. Experimental measurements demonstrate the applicability of the proposed system in tracking user's finger within a 10cm range from the sensor's plane.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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