The synthesis of pyrazole derivatives from hydrazone using Amberlyst A26 resin under ultrasonic radiation
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
Pyrazoles are highly versatile and find applications in various industries including chemicals, pharmaceuticals, polymers, medications, and agriculture. Pyrazoles and their analogues exhibit a range of biological activities, including anti-inflammatory, anti-tuberculosis, antibacterial, antifungal, anti-cancer, and anti-diabetic effects. In this context, this investigation focuses on the synthesis of pyrazoles containing heterocyclic components using Amberlite resin in reactions with ultrasonic irradiation. Synthesized pyrazoles containing heterocyclic components are intermediates of the apixaban API. Some pyrazole derivatives are key impurities of the apixaban API, which is synthesized by a multistep chemical conversion and has been reported previously. The use of the heterogeneous Amberlyst resin, which acts as a reusable catalyst and is gentle on reactions, allows for a more sustainable solution that reduces costs, accelerates reactions, and shortens reaction times. The procedures for using Amberlyst resin under ultrasonic irradiation to synthesize pyrazole derivatives are cost-effective, energy-efficient, and environmentally friendly for chemical synthesis and material preparation. They also simplify workups and produce quality and yields comparable to or better than existing methods.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it