Progressive Fatigue Damage Modeling of Cross-ply Laminates, II: Experimental Evaluation
Why this work is in the frame
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Bibliographic record
Abstract
This article presents the results of an experimental investigation of static and fatigue behavior of unidirectional and cross-ply T700/Cycom 890 composite laminates. Test specimens are fabricated by using vacuum-assisted resin transfer molding technique. The ply configurations are: unidirectional [0 10 ] and [90 10 ] and cross-ply ([0/90] 4s , [0/90 5 /0], and [0/90 4 ] s ) composites. Unidirectional specimens are tested under static and fatigue conditions to provide fundamental input data to run the progressive fatigue damage model developed in the first part of this article. To evaluate the capability of the progressive fatigue damage model, cross-ply laminates are tested under static and fatigue loading. The comparison between model predictions and the experiments shows a good correlation.
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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) | 0.000 | 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