A New Framework for Microrobotic Control of Motile Cells based on High-Speed 3-D Tracking and Galvanotaxis Control
Why this work is in the frame
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Bibliographic record
Abstract
We propose a new framework for visual control of motile cells in three-dimensional (3-D) space. Our goal is to utilize microorganisms as micro-robots in various applications. This requires two elements; noncontact and noninvasive actuation, and precise measurement in 3-D space. In our framework, galvanotaxis (locomotor response to electrical stimulus) is used to actuate and 3-D tracking of swimming cells is used to measure. Experimental results for closed-loop motion control of Paramecium cells in the 3-D space demonstrate the effectiveness of proposed framework and the possibility of using microorganisms as micromachines.
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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