Weathering of compatibilized poly(hydroxybutyrate)/agave fiber biocomposites produced by different mixing methods
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
The continuous growth in the biopolymers market underscores the necessity to develop and characterize novel materials to replace conventional polymers. This study evaluated the effect of the processing method on the properties of poly(hydroxybutyrate)/agave fiber (PHB/AF) biocomposites with a coupling agent based on glycidyl methacrylate. The components were first blended using two methods (dry-blending and twin screw-extrusion) before being compression molded. Then, the biocomposites degradation was evaluated via accelerated weathering to determine its effect on the physico-mechanical properties. The results showed that adding AF to PHB increased the porosity (low density), but this effect was decreased by 60% for the extruded compatibilized biocomposites. Consequently, the level of degradation (loss of mechanical properties and dimensional stability) was less affected when a coupling agent was used. However, after weathering, the porosity similarly increased for both uncompatibilized biocomposites. Finally, the tensile, impact, and flexural strength were less affected by weathering when the compatibilizer was mixed via dry-blending.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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