Issue Information: Plasma Process. Polym. 2/2019
Bibliographic record
Abstract
Front Cover: Coatings deposited from the plasma phase of oxazoline precursors feature a distinctive and rich surface chemistry responsible for their unique reactivity towards ligands with carboxylic acid functions.While aging in ambient conditions impairs the reactivity of the fi lms, their shelve life can be extended to at least 12 months in controled storage conditions where the negative eff ect of oxidative processes and hydrophobic recovery are tamed.Further details can be found in the article by Melanie MacGregor, Ujala Sinha, Rahul M. Visalakshan, et al. (e1800130). Back Cover:The oblique arrival of gaseous deposition species on a patterned substrate induces the preferential development of taller features.A critical fi lm thickness, the so-called Oblivion Thickness, is found: below it, the fi lm develops according to the substrate features while, for thicknesses above, the growth become progressively independent of any underlying pattern.For much higher thicknesses, the growth becomes equivalent to that of a thicker fi lm deposited on a fl at substrate.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.826 | 0.668 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".