Sulphonamides Unveiled: A Comprehensive Review of Mechanisms, Applications, and Therapeutic Insights
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract: A large class of heterocyclic compounds with a variety of biologically diverse properties as well as many different therapeutic classes are built on the chemistry of the sulfonamide (or sulphonamide) functional group (SN). Sulfonamides, sometimes referred to as sulfa medicines, are the first medication that is extensively used and systemically significant for prophylactic and chemotherapeutic actions against various bacteria. Sulfonamides have a variety of pharmacological effects, such as oral hypoglycemia, antileprosy, anti-epileptic, anti-hypertensive, anti-bacterial, anti-protozoal, anti-fungal, antiretroviral, non-peptidic vasopressin receptor antagonists, anti-cancer, anti-inflammatory, and used as a diuretic. A global quest for new generation sulfonamide molecules has become essential due to the rise of drug-resistant bacterial and fungal infections. The sulphonamides or sulfa medications completely limit folic acid synthesis in microbes, which keeps them from proliferating rather than actively killing them. These sulfonamides can be employed in a wide range of synthetic procedures. The extensive utility of sulphonamides is the focus of this review's attention.
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.
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 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 it