Research on Tetrazine Modified Carbon Nanotube Epoxy Friction Materials
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
Multi-walled carbon nanotubes react with 3,6-diaminotetrazine under heating,and MWNTs/EP composites are prepared by casting molding.The wear tests of epoxy conmposite specimens under air-lubricated condition are carried out on a ring-block wear tester typed M-200.After the wear tests,the worn surface of the composites are examined by a scanning electron microscope(SEM).To characterize the dispersion of the CNTs,transmission electron microscopy(TEM) is used,and Raman spectroscopy is used for the characterization of the MWNTs.The results show that the morphology and structure of the nanotube treated by tetrazine show major changes,which can undergo a [4+2]cycloadditon resulting in the formation of an Y-junction.And MWNTs disperse well in matrix.With treated MWNTs,the MWNTs/EP composite exhibits lower friction coefficient and wear rate than those of untreated MWNTs.
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 | 0.001 | 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) | 0.001 | 0.001 |
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