Molecular insight into structural and mechanical properties of Halloysite structure
Why this work is in the frame
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Bibliographic record
Abstract
In this study, we simulated the rolling mechanism of Halloysite by molecular dynamics (MD) under different conditions. We have illustrated that the transformation from slab Halloysite to scroll shape depends on the initial geometry, dimension and proper selection of the interatomic potential. Also, the molecular simulation was conducted to determine the mechanical properties of Halloysite under different conditions. The results show that the Elastic modulus of the armchair Nano scroll was higher than the zigzag with similar dimensions and that Young's modulus of both arrangements decreases with increased radius. Moreover, with an increasing radius (>20 Å), Young's modulus of a Halloysite nano-scroll approaches that of the Halloysite slab configuration. Finally, the tensile strain of a Halloysite nanosheet was 0.08 ± 0.04. The result of this study is a great help for understanding Halloysite, which can be used for designing nanocomposites.
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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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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