Preparation and Application of Novel Fabric Finishing Agent Containing Nano ATO
Why this work is in the frame
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Bibliographic record
Abstract
A novel fabric finishing agent containing ATO ultrafine conductive powder is prepared and used for anti static treatment on PET fabric. The technology of the dispersability and stability of ATO ultrafine conductive powder in water have been studied, and the influence of those parameters such as the types of dispersants and the adding amount?pH value and methods of dispersion on the preparation of ATO slurry has also been discussed. Monodispersed ATO slurry can be made by using BN dispersant. While using KH560, keeping pH=9, milling 40?h, the effect of dispersion is the best. The surface resistance of PET fabric treated by the novel finishing agent could be decreased from order of 10 12 ?Ω to 10 10 ?Ω, and the value changed little after being washed 50 times.
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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) | 0.001 | 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