Properties and process ability of long fiber‐reinforced polymeric composites
Bibliographic record
Abstract
The addition of nanoparticles to polymeric matrices has shown great promise for improving mechanical and thermal properties; however, this improvement comes with a decrease of processability. In this study, two different glass fabrics were used. One of them was Windstrand, a stitched equally‐biaxial R‐glass fabric the other was Advantex, a unidirectional glass fiber mat. Both of them are provided by Owens Corning. The mats were sprayed with carbon nanofibers (CNF) on both sides. Mechanical properties of composites manufactured via vacuum‐assisted resin transfer molding were obtained. Permeability, as a measure of processability, of the sprayed glass mats was measured. Mechanical properties are improved, whereas permeability decreases with the addition of CNF. POLYM. COMPOS., 35:655–664, 2014. © 2013 Society of Plastics Engineers
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How this classification was reachedexpand
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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".