An integrated biosignals wearable system for low-cost blood pressure monitoring
Bibliographic record
Abstract
The purpose of this research is to design a device that is simple, portable, wireless, and can measure blood pressure accurately. The motivation of this study is to develop a device for people suffering from cardiovascular diseases and hypertension. Specifically, a device that is portable, wireless, and can accurately measure blood pressure. Upon determining their blood pressure, individuals can take preventive measures before serious risk to one's health can occur. The device is designed using the principles of plethysmography and electrocardiography in order to obtain the Pulse Transit Time for blood pressure calculation. The device demonstrates novelty by its light weight, portable size, and low cost. The compact, low-cost design of the proposed system could be implemented and deployed easily in developing nations wherein access to healthcare facilities is limited. This system could also be one of the many systems which measure simple body parameters for monitoring activities of daily life and disease prevention.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".