The Effect of Oxidizing Agents in the Preparation of 2,3,5‐<scp>t</scp>riaryl‐2<i>H</i>‐<scp>t</scp>etrazolium Salts from 1,3,5‐<scp>t</scp>riarylformazans
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
Tetrazolium salts are a group of versatile molecules with a relatively limited application due to synthesis difficulty and high cost of production. Here, we have comparatively examined several approaches for the preparation of 2‐(4‐nitrophenyl)‐3,5‐diphenyl‐2 H ‐tetrazolium chloride (NTC), as a model tetrazolium salt, through the oxidation of 1‐(4‐nitrophenyl)‐3,5‐diphenylformazan (NF), by means of interphase oxidation, dehydrogenation, and direct chlorination. Our findings indicate that chlorination of NF with 1‐chlorobenztriazole to be the best choice to prepare NTC from small‐scale and scaled‐up considerations.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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