Intelligent IoT (I<sup>2</sup>oT) Biomedical Wearable System based on Smartphone Application
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
This work presents a novel way to realize lightweight, microliter-precision and wirelessly controlled syringe pump using a smartphone application developed by App Inventor. The syringe infusion pumps are used at home by the patients or during ambulation cases to medical services, for that lightweight device and physician supervision are highly required. To reduce syringe infusion pumps weight, some electronic parts are removed, and replaced by a Smartphone application to manage and control the syringe infusion pump. Also, The Smartphone technology can be transformative to the deployment, monitoring and remote control in healthcare providing systems. Thanks to its ubiquitous availability, mobile-based solutions can open new applications, resolve many remaining healthcare providing problems though remote control and big data management, in addition to a plethora of network communications protocols and modalities.
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.
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 | 0.002 |
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