Development of nano-sized graphene flowers as neutron reflectors-intensify neutron beam caused by coherent scattering-
Why this work is in the frame
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Bibliographic record
Abstract
The nano-sized graphene with a petal- and seed-like structure may induce neutron coherent scattering. We have studied a possible effect according to which the increase of the number of graphene seed-like structures produces an enhancement of the coherent scattering. To evaluate this, we focused on Raman spectra that characterize the stacking structure, crystal irregularities, and defects promoted by graphene growth. By focusing on this information, we tried to find parameters related to the nano-sized structure of graphene, and explored whether they can be related to the coherent scattering. As a result, it is suggested that the increase of the G/D ratio and the decrease of the G/2D ratio in the Raman spectra correlate strongly with the increase of the coherent scattering.
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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