A simulation of void variation in wood-strand composites during consolidation
Why this work is in the frame
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Bibliographic record
Abstract
Abstract The void variation in a wood-strand composite mat during consolidation was simulated using computer-aided design, finite element analysis, and computer image processing. Compared with prior models, this simulation provided a different and more visual approach to analyzing the mat structure, particularly the void variation during consolidation. The simulated results showed similar trends to the experimental data. The size of voids in the final panel decreased with the panel density and increased with the strand thickness, whereas the relationship between the void size and the strand length was non-linear. The wood-strand density and strand thickness had a much greater effect on the non-linear void variation than the wood strand width and length. The simulated results are beneficial to improve the fundamental understanding of composite processing and performance characteristics.
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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