Recent Developed Nitrogen/Sulfur Heterocyclic Compounds with Marked andSelective Antiviral Activities (Microreview)
Bibliographic record
Abstract
Abstract: Millions of deaths have been reported due to viral infections in medical history, and various viral infections are mentioned as the main cause of death. Although different types of research have been conducted to develop effective medication, there is a high demand to truly cure various viral infections. The resistance to the existence of antiviral drugs on the market is the main threat to human health, and an intrinsic demand to develop and synthesize new scaffolds is highly required to find less toxicity and high antiviral activity. Nitrogen-sulfur heterocyclic compounds have extensively exhibited efficient biological and pharmacological activity against viral species, and physicochemical and pharmacokinetic properties. In this microreview, recently developed nitrogen-sulfur heterocyclics and their performance with marked and selective antiviral activities are summarized. We hope this micro-review will help early scientists interested in the design of new compounds with selective and pronounced antiviral activities to identify and satisfy the necessary criteria for the further development of nitrogen-sulfur heterocyclic compounds.
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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 | 0.001 |
| 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) | 0.004 | 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".