Dynamical Properties of Polymer Composites Subjected to Effecting of Environmental Conditioning
Why this work is in the frame
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Bibliographic record
Abstract
The external environments have significant influence on the materials, especially for its structures exposed on harmful conditions. The main goal of this work is the determination of environmental factors which influenced on the dynamical behaviour of composite structures. In the paper is discussing the effects of UV and temperature on amplitudefrequency responses of analysed material. The dynamics is experimentally tested on polymer composites based on a thermosetting matrix of epoxy resin, reinforced by high-strength R-type glass fibres. There was provided series of cantilever beam samples consisting of 11 plies layer at different stacking sequence, which secured both, symmetric (+/+) and antisymmetric (+/-) configurations of beam samples. In the experiment were applied the composite samples with fibres configuration at 30, 45 and 60 angles. For each angel set the amplitudefrequency responses were recorded within the first three base translational resonance zones from 10Hz to 320Hz at sweep up frequencies.
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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) | 0.001 | 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