Manufacturing of Braided Thermoplastic Composites with Carbon/Nylon Commingled Fibers
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
Commingled fibers, a blend of reinforcement and matrix filaments within the tow, provide a good material arrangement to overcome the high viscosity at melt of thermoplastic matrices. This study first characterizes the architecture of a carbon/nylon commingled yarn by microscopy. Then, braiding technology is used to manufacture the tubes at various braiding angles. Laminates are then made by compression molding with preforms extracted from the braids. The consolidation quality is examined using the constituent content method and microscopy. Tensile and flexural properties are obtained for a wide range of angles. Fracture analysis of tensile coupons is realized. Finally, the tensile modulus is predicted using classical lamination theory.
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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) | 0.001 | 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