Cover Image, Volume 140, Issue 19
Bibliographic record
Abstract
Aixiang Li created the cover image that shows a heparin unit-containing graft copolymer CA-g-P(AA/SSS), which was prepared by grafting acrylic acid (AA) and sodium styrene sulfonate (SSS) onto cellulose acetate (CA) to coat the adsorbent resin for disposable hemoperfusion devices. The modified CA-coated adsorbent resin had a good adsorption effect on small and medium-sized molecules such as creatinine, vitamin B12, bilirubin, and imidacloprid. And the coating could greatly improve the blood compatibility and biocompatibility of the adsorbent resin, which can be used in uremia, hyperbilirubinemia, and rapid treatment of pesticide poisoning. DOI: 10.1002/app.53895 [Correction added on April 20, 2023, after first online publication: Author's spelling in the cover caption has been corrected as Aixiang Li.]
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.046 |
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; both teacher heads 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".