Influence of furnish parameters on failure mode of oriented strand board under concentrated static load
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Bibliographic record
Abstract
The influence of oriented strand board (OSB) furnish parameters (strand length, strand width, strand thickness, strand orientation, board density and fines content) on the stress type that initiated failure of OSB under concentrated static load (CSL) was investigated by a mix-level experimental design, test evaluation and finite element (FE) method. The modulus of elasticity (MOE), interlaminar and edgewise shear modulus measured in test were input into the respective FE models developed in this study. By comparing the bending and shear strengths measured in test and related stresses of OSB under CSL simulated by the FE model, the initial failure mode of each type of OSB under CSL was judged. The results showed that stress type causing initial failure under CSL was different if the furnish parameters of OSB panel are different. The developed FE model can predict the behaviour of OSB under CSL.
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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