Magnetically Levitated Rotary Table With Six Degrees of Freedom
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 paper presents a six-degree-of-freedom magnetically levitated rotary table for fine positioning. The table utilizes a moving magnet motor configuration with the Halbach arrays mounted around the perimeter of the table. The actuation forces are achieved by using the Lorentz force, where the coils are made using printed circuit board technology. By using four three-phase amplifiers, a total of eight independently controlled forces are produced. Closed-loop motion control is achieved by using four optical encoders and four capacitive sensors. Movement is unlimited rotating around the Z-axis and limited in the additional three linear (X , Y, Z) axes and two rotary axes around X and Y , respectively. The table has been manufactured and experimentally demonstrated to deliver submicrometer accuracy in precision micromachining application.
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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 | 0.000 |
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