USB Sensors as a New Challenge for Measurement Systems
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
New trend in area of industrial sensors there are availability of “smart sensors” with connection to PC or PDA computers. In the paper there are presented an experience with design and applications of measurement tasks by USB modules from firms Phidgets (Canada) and Futek (USA).These types of sensors are flexible, small form size, by USB bus electronics power supply and cover inexpensive the main measurement functions. By this way can be measured values as a temperature, force, pressure, displacement and rotation of object, vibration, angle or rotation with USB encoders, or RFID modules there are obtainable. On the Department CSI VSˇB-TU Ostrava there were solved the tasks with program connection support of 2 and 3 axis USB accelerometers by the program LabVIEW. In the next tasks were testing of properties and function possibilities of smart USB sensors temperature, force, linear and rotation displacement.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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