Bibliographic record
Abstract
The solvent-free nano SiO2 fluid was prepared with nanoparticle SiO2 as the core,N,N-didecyl-N-methyl-N-(3-trimethoxysilylpropyl)ammonium chloride(SID3392)as the necklayer and poly(ethylene glycol)4-nonylphenyl3-sulfopropyl ether potassium salt(PEGS)as the canopy.The solvent-free nano SiO2 fluid is a Newtonian fluid with low viscosity at room temperature,and its viscosity is 4.3Pa·s at 26.5°C.The mass fraction of SiO2 in the solvent-free nano SiO2 fluid is 13.65%.The solvent-free nano SiO2 fluid is loaded in the epoxy matrix to prepare solvent-free nano SiO2fluid/epoxy composites.The TEM results confirm that the solvent-free nano SiO2 fluid disperses well in the epoxy matrix.DSC test shows that the solvent-free nano SiO2 fluid can decrease the curing temperature of the epoxy.When the content of solvent-free nano SiO2 fluid in the composites reaches up to 2.5wt%,the impact properties of the epoxy is improved up to 164.7%.The glass transition temperature is improved by 15.4℃.The SEM results of fracture surface also confirm that solvent-free nano SiO2 fluid can improve the toughness of epoxy.
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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 | 0.001 | 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".