Lubricant-Oil-Dispersible Stainless-Steel-Binding Block Copolymer Nanoaggregates and Nanospheres
Bibliographic record
Abstract
Nanoaggregates were prepared from five samples of poly[(2-ethylhexyl acrylate)- ran -( tert -butyl acrylate)]- block -poly(2-cinnamoyloxyethyl acrylate), P(EXA−tBA)−PCEA in block-selective solvents for P(EXA−tBA). The effect of varying diblock composition, block-selective solvent, and equilibrium temperature on the size and shape of the nanoaggregates formed was investigated. Nanospheres were obtained after the photo-cross-linking of the spherical nanoaggregates. The tBA groups in the corona of these nanospheres could be hydrolyzed to give P(EXA−tBA−AA), where AA denotes acrylic acid, with a controlled fraction of AA units. Nanospheres with low contents of AA groups in their corona disperse well in low-polarity solvents and bind effectively to stainless-steel surfaces.
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.
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) | 0.001 | 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 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".