Effect of bending on the molecular transport along carbon nanotubes
Bibliographic record
Abstract
The effect of bending on the molecular transport and oscillation of carbon nanotube–fullerene‐based systems is investigated using molecular dynamics simulations. It is known that single‐walled carbon nanotubes demonstrate gradual buckling phenomenon under bending strain. In this work, we investigate the limit of bending curvature for successful transport of fullerene along a carbon nanotube for nanotube–fullerene‐based systems. We also analyze the behavior of nanotube transport through another nanotube for nanotube–nanotube‐based systems. The dependence of transport characteristics on the atomicity of the inner nanotube is also investigated in this regard. In addition, the effect of the outer nanotube's diameter and surface smoothness on the oscillation stability in relation to the oscillation property of the inner molecules has been studied for both systems.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".