Measurement of spontaneous body sway during quiet stand using UWB sensor
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
Reduced postural stability is a major contributor to poor balance increasing risk of fall especially among older adults. Monitoring of postural stability on a regular basis may lead to early detection of declining balance and providing an opportunity for timely intervention. Ultra-Wide Band Impulse Radar (UWB-IR) technology has been proposed for security, rescue and vital sign monitoring. The advantage of UWB radar is that it is non-invasive and can be applied for home monitoring. This paper presents the application of UWB radar to measure spontaneous body sway during quiet standing. Three frequency domain based measurement parameters for spontaneous sway are presented. A trial was conducted using four volunteers to demonstrate the ability of the UWB radar to detect body sway.
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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 | 0.001 |
| 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