Front Cover: Optimization of Ketobenzothiazole‐Based Type II Transmembrane Serine Protease Inhibitors to Block H1N1 Influenza Virus Replication (ChemMedChem 2/2024)
Bibliographic record
Abstract
The Front Cover represents inhibition by the peptidomimetic compound 15m of the influenza activating human protease matriptase expressed in cells of the respiratory tract. The trimeric H1 hemagglutinin (HA) viral protein (top left) is cleaved by type II transmembrane serine proteases such as matriptase (bottom right) to enable viral entry. Interaction between 15m (green) and matriptase as well as the HA cleavage sequence (orange) is magnified in the central inset. Cover art designed by Malihe Hassanzadeh. More information can be found in the Research Article by Éloïc Colombo, Antoine Désilets, Richard Leduc, Pierre-Luc Boudreault et al.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.006 |
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".