Radical mediated graft modification of polyolefins: Vinyltriethoxysilane addition dynamics and yields
Bibliographic record
Abstract
Abstract The dynamics and yields of peroxide‐initiated grafting of vinyltriethoxysilane (VTEOS) to tetradecane and linear low density polyethylene (LLDPE) are described. VTEOS grafting kinetics at 160°C abide by the basic tenets of radical‐mediated additions in terms of the influence of initiator loading and homolysis rate. However, reaction yields recorded for both the model and polymer systems are surprisingly insensitive to temperature, in apparent conflict with conventional models of free radical addition chemistry. These experimental observations are used to identify the predominant reactions within a general kinetic scheme, and to support the assumptions required to develop a rate expression that captures the effect of reagent concentrations on the dynamics of graft‐modification. POLYM. ENG. SCI. 46:1754–1761, 2006. © 2006 Society of Plastics Engineers.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".