Bibliographic record
Abstract
Achromycin ® 12 A54145 complex 16 acyclic epothilone analogs 113 acyclic inhibitors 581, 582 acyclovir 7 acylation 47, 53, 56, 65, 236, 371, 376, 497, 519, 520, 525, 531 acylfulvenes 483, 484 acyl oxazolidinone 112 adamantaplatensimycin 290 -Nicolaous synthesis 290 adenine arabinoside (Ara-A) 7 adenosine monophosphate (AMP) 573 adenylosuccinate lyase 573 adenylosuccinate synthetase (AdSS) 573 aeruginosins 336, 586, 587 achiral inhibitors 589-591 aeruginosins 89A 336 aeruginosins 205A -structural elucidation 339 -for thrombin 340 aeruginosins 298A -analogs 336-338, 344, 345 aeruginosins 205B -structural elucidation 339 -synthetic aglycone of 340 -for thrombin 340 constrained peptidomimetics 589 structure-based hybrids 586-589 truncated analogs 586-589 in vitro enzyme inhibitory activities of 338 aglycone side chain 314 AIDS-related Karposis sarcoma 128 L-alanine 238 Alder-ene reaction 549 aldol-based build/couple/pair (B/C/P) synthetic strategy 71 generating macrocycles 71 3-trans-alkyl azetidine lincosamides 263 allyl ethers 465, 510 allyl Grignard addition 518 allylic alcohol 100, 106 N-allylnorcodeine 228 N-allylnormorphine 229 allylsilane-containing spacer domain, preparation of 528 Alzheimers disease 92, 476, 491, 497 phenotype model 492 AM-2282.see staurosporines amaryllidaceae alkaloids 57 Amberlyst resin 502 amide bond, rigidification 352 amikacin 568, 570 amino acid-polyketide hybrids.see madindolines amino acid-sugar hybrids.see lincomycins; staurosporines 3-aminobenzoate analog 519 7-aminocephalosporanic acid 9 9-amino-CPT 197 14-amino-CPT 198 6-amino-2,2-dimethyl-3,4,6-trisubstituted-2H-1-benzopyran 65 20-aminomethyl-Epo B 100 6-aminopenicillanic acid 9 anachelin H 488 Andrographis paniculata 47 andrographolide-derived library 47 Angelman syndrome 190 angucyclines 457-462 anthracyclines 457 antitumor action 460 aquayamycin, total synthesis 462
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.688 | 0.502 |
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 source (direct Gemma or distilled Codex), 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".