The role of vapour deposition during internal sizing: A comparative study between ASA and AKD
Bibliographic record
Abstract
Des surfaces modeles ont ete exposees a des vapeurs d'AKD, d'ASA, d'acide stearique et de stearate de methyle. Nous avons suivi l'etendue du depot et de la reaction en mesurant l'angle de contact de l'eau avec la surface traitee. Les surfaces modeles ont ete l'acetate de cellulose, la cellulose et le verre, et les variables analysees, la temperature et le temps d'exposition. Les vapeurs d'AKD et d'ASA se deposent toutes deux sur la cellulose et le verre et rendent ces surfaces hydrophobes, mais non l'acetate de cellulose; des groupes hydroxyles sont necessaires. Le temps de reaction critique se situait autour de l'heure, ce qui est typique de la formation de la liaison covalente par esterification. Comparativement a l'AKD et a l'acide stearique, les vapeurs d'ASA reagissent beaucoup plus rapidement avec la cellulose. La vapeur d'ester d'acide gras a rendu le verre hydrophobe, mais non la cellulose. Un mecanisme de transesterification est propose. Un lien solide entre le collage reactif a la vapeur et la cellulose est essentiel pour un collage permanent.
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) | 0.000 | 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".