Heart Rate Detection Using a Miniaturized Multimodal Tactile Sensor
Why this work is in the frame
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Bibliographic record
Abstract
The paper presents a heart rate detection system using a novel miniaturized multimodal tactile sensor that emulates the four main mechanoreceptors - Meissner's corpuscles, Merkel disks, Ruffini, and Pacinian corpuscles - of the human skin. A heart rate wrist monitor was used to validate the performance of the new proposed system. The experiment consisted of placing the tactile sensors on the user's carotid artery. In 80% of the cases, the tactile sensors and the control measured similar values, with a difference of up to 2 bpm. The other results had external interference due to a misplacement of the sensor on the carotid artery.
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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 | 0.001 |
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 it