Mixed Monolayers Self-Assembled on Mica Surface
Bibliographic record
Abstract
Mixed self-assembled monolayers (MMLs) were prepared by exposing mica to (i) a solution of octyltrichlorosilane and 2,2,2-trifluoroethyl 11-(trichlorosilyl)-undecanoate in toluene and (ii) an aqueous solution of decamethonium bromide and dodecyltrimethylammonium bromide. X-ray photoelectron spectroscopy, atomic force microscopy, and contact angle measurements were used to examine the composition, the thickness, the smoothness, and the stability of the self-assembled layers in different solvents. For both types of MMLs, we report the experimental conditions under which smooth mixed monolayers with a well-defined composition can be obtained. In silanization experiments, the ratio of silane species in the mixed layer was close to that in the solution, and the MMLs obtained from positively charged amphiphiles exhibited strong surface enrichment with dodecyltrimethylammonium bromide.
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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 | 0.000 | 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 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".