In‐Depth Investigation of Ethylene Solution Polymerization Kinetics With <i>rac</i>‐Et(Ind)<sub>2</sub>ZrCl<sub>2</sub>/MAO
Bibliographic record
Abstract
Abstract The kinetics of ethylene polymerization with rac ‐Et(Ind) 2 ZrCl 2 /methylaluminoxane (MAO) in a semibatch solution reactor are investigated. The effects of ethylene concentration, polymerization temperature, and MAO concentration are studied to determine the polymerization and chain‐transfer rate constants, including the activation energies for the main polymerization steps. The ethylene polymerization kinetics with rac ‐Et(Ind) 2 ZrCl 2 /MAO are first order with respect to the ethylene concentration. Catalyst deactivation also follows first‐order kinetics. Chain transfer to the monomer is the dominant chain‐transfer reaction in this system; transfer to MAO also happens to a lesser extent, but β‐hydride elimination is negligible for the conditions investigated in this study.
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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".