Surface Modification of Carbon Nanotubes and Their Application in Polymers
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
Carbon nanotubes(CNTs)possess unique nanostructure and remarkable mechanical,physi- cal,chemical and electronic properties.These properties make them attractive in many scientific and technological fields such as electronic structures,polymer cowposites and biological systems.Polymer/ CNTs composites have attracted considerable attention of scientists in recent years.However,the poor dispersion of CNTs in organic solvent hinders the realization of their full potential.To overcome this ob- stacle,the surface modification of CNTs becomes essential.In this paper,the structure and property of CNTs were briefly introduced.The methods of the surface modification of CNTs including chemical reac- tion,surface activation and polymer encapsulation were reviewed.The mechanical,thermal,electronic and friction properties of polymer/CNTs composites were introduced.In addition,the research direction of the application of CNTs was predicted.
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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