Synthesis of Triazoloindazole Triones under Solvent-Free Condition using Cu(I) Coordinated to Vanillin-Isoniazid Supported Fe3O4/Silica Propyl as an Efficient and Magnetically Retrievable Nanocatalyst
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Bibliographic record
Abstract
Cu(I) coordinated to vanillin-isoniazid supported Fe3O4/silica propyl NPs were prepared and were analyzed by XRD, FT-IR, VSM, FE-SEM, TEM, and TGA-DTG. These nano catalysts were applied as an efficient and magnetically reusable nanocatalyst for the preparation of various derivatives of triazoloindazole triones and pyrazolyl-linked triazoloindazole triones under solvent-free condition. All of synthesized compounds were analyzed by NMR, FT-IR, and elemental analysis. This avenue offers many benefits such as productivity, fast reaction, and convenience for work and recovery. The catalyst is reusable for 8 runs by decantation using an efficient magnet without notable loss in activity.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.003 | 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