Glass Fiber-reinforced Polymer Composites of High Compressive Strength
Why this work is in the frame
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Bibliographic record
Abstract
Glass-reinforced composites with high compressive strength were prepared using two different epoxy resins and various curing agents such as matrix and S-glass fibers (S-GF) as glass reinforcement. The mechanical properties of various composites were examined and the free volumes were also investigated by the Positron annihilation lifetime spectroscopy measurements (PALS). Results for tensile, compression, bending, impact, hardness, distortion temperature, glass transition temperature and their association with free volume were reported for the composites, with the matrix of high material density and low free volume displaying distinct superior mechanical properties. The curing agents also have a significant effect on the compressive strength of composites, with the composite TDE-85/MPD/S-GF consistently showing the highest compression resistance.
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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 | 0.000 | 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 it