Bio-based Flexible Network Polymer from Epoxidized Soybean Oil Reinforced by Poly(butyl methacrylate)
Bibliographic record
Abstract
This study deals with the synthesis of a plant oil-based polymeric material from epoxidized soybean oil (ESO) and poly(butyl methacrylate) (PBMA). PolyESO/PBMAs were synthesized by an acid-catalyzed curing in the presence of PBMA to give a transparent bio-based polymeric material. During the reaction, the PBMA components scarcely reacted with ESO and were dispersed in the ESO polymer matrix to form semi-interpenetrating polymer network. The resulting polyESO/PBMA exhibited excellent flexibility. The incorporation of the PBMA components improved the mechanical properties of the plant oil-based network polymer. Furthermore, the polyESO/PBMA showed relatively good thermal stability. The present materials are expected to contribute to the development of bio-based polymeric materials.
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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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".