Security and Vulnerability of Extreme Automation Systems: The IoMT and IoA Case Studies
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
The Internet of Medical Things (IoMT) and the Internet of Aviation (IoA) are emerging waves of technologies that contributes to establishing-connected systems. It consists of smart devices, such as wearables, sensors technology, smart algorithms, and monitors, strictly for healthcare and aviation uses. It can reduce unnecessary hospital visits and the burden on aviation systems. However, because of increasing demand and its accessibility to high internet speed, IoMT, and IoA has opened doors for serious vulnerabilities to healthcare and aviation systems. The disastrous consequences of these issues will not only disrupt services causing financial losses but will also put the peoples' lives at risk. IoMT and IoA pass though a massive wave of digitization change in order to make both industries affordable, safe, and smart. This article sheds light on the security and vulnerability issues of these two technologies and suggests such remedies as echoed by the relevant industries.
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 | 0.001 | 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 | 0.000 |
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