Electromagnetic Nanoactuators Based on Nanocoils
Why this work is in the frame
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Bibliographic record
Abstract
In this paper we present work towards electromagnetic actuation of paramagnetic particles with three-dimensional nanocoils. Self-assembled semiconductor/metal nanocoils have been used, though the concept is applicable to other types of nancoils. The particles are paramagnetic polysterene particles with iron oxide. The feasibility of such nanoelectromagnetic actuators is investigated through nanomanipulation experiments in a scanning electron microscope (SEM). Electromagnetic fields created by nanoelectromagnets are investigated through simulation. The simulation results indicate high performance of nanocoils in terms of the achievable field gradient, a key parameter for electromagnetic actuation. Results from analysis, simulation, and experiments indicate that electromagnetic nanoactuators are feasible, and have potential applications in nanoelectromechanical systems (NEMS).
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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) | 0.002 | 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