Wireless Connectivity for Remote Objective Monitoring of Bio-signals
Bibliographic record
Abstract
In Remote Objective Monitoring of Bio-Signals(ROMOBS) project, an automated near real-time remote health-monitoring device is being developed. The goal of this device is to measure blood flow parameters (systolic/diastolic blood pressure, heart rate, etc.), report the measurement results to a medical centre, and get the response back to the outpatient, all in an autonomous fashion. The objective of this paper is to develop a communication protocol that will enable the measurement device to be efficiently and constantly connected to a server the medical staff works on. Steps toward completing this goal include figuring out the network scheme that would effectively do the job, while maintaining low level of complexity and complying with the requirements set by the project. It results in a hybrid Bluetooth/cellular wireless system that emerges as the primary choice of connectivity medium with an application that sits on the Bluetooth- and Java-enabled cell phone as the data carrier. This paper discusses the development progress, the technologies involved, and the creation process of an interactive and user-friendly ROMOBS application.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| 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".