Rapid, catalyst‐free crosslinking of silicones using triazines
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 Silicone elastomers are a class of polymers that are typically cured with metal‐based catalysts. There is a need to reduce the presence of metals in polymers for both cost and environmental reasons. We describe the preparation of amino‐triazinyl silicone networks that are readily formed, without catalysts, from aminopropyl silicones and cyanuric chloride or, more practicably, a pre‐modified dichlorotriazinyl silicone (a masterbatch). The amine groups serve both as nucleophiles leading to crosslinks and to neutralize the HCl byproduct of the reaction. Elastomer properties, ranging from very soft gels to rigid elastomers, could be controlled simply by choice of the telechelic or pendant aminopropylsilicones that were added to the masterbatch. The presence of amines and ammonium ions in the products do not significantly affect the high stability of the elastomers toward hydrolytic or thermal oxidative stress.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 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