Magnetotactic Bacteria for the Manipulation and Transport of Micro‐ and Nanometer‐Sized Objects
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 manipulation or transport of micro- and nanometer-sized objects is an important research area and one that can impact several applications. The main advantage of mechanical manipulation or transport over other methods is that it is fairly independent of the properties of the components being manipulated. For precise and predictable computer-controlled transport and manipulation tasks, a specific type of flagellated bacteria known as magnetotactic bacteria (MTB) is considered. Several MTB per component is required to scale the force accordingly. A few micrometers are sufficient to allow the MTB to swim underneath the component that needs to be manipulated. The self-replicating feature of the bacteria makes it an attractive solution where relatively low-cost manufacturing of a huge number of microactuators is highly desirable. Such advantage is paid by the fact that such bacterial microactuators will operate in restricted environmental conditions compared to artificial methods.
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 | 0.000 | 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