Bibliographic record
Abstract
June marks the beginning of summer, which is synonymous with holidays, but SYNfOrM has no inten tion whatsoever of going on holiday and if there was any doubt it is worth having a look at this new very thick issue, featuring four vibrant Literature Coverage articles.The first is an impressive study authored by a consortium of world-leading authors, led by B. L. Pentelute (USA), showing that complex and bioactive small molecules can be readily and late-stage functionalized with polypeptides and proteins via selenium-containing linkages, providing a variety of bioconjugates, including antibody-drug conjugates.In the second article, P. Melchiorre (Spain) goes through his group's recent work on the photochemical generation of a wide range of alkyl radicals, mediated by an N-indole-dithiocarbamate anion, and their manifold reactivity with heteroaromatics and Michael acceptors.The third contribution covers the development of a method for chiroptical screening and monitoring of asymmetric reactions based on a halocoumarin chromo phoric sensor, as a useful alternative to the mainstream NMr and HPLC methods for discriminating between enantiomers, as described by C. Wolf (USA), the leading author of this study.finally, in the last article of this issue, J. Scaiano (Canada) introduces the concept of 'catalytic farming' as a novel concept for improving the overall performance of homogeneous catalysts.I might just get on with booking my holidays now… Enjoy your reading!!
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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.884 | 0.847 |
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".