A Worldwide Survey of Environmental Reduction Factors for Fiber Reinforced Polymers (FRP)
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
In this study, the reduction factors for FRP (Fiber Reinforced Polymers) proposed by various guidelines from countries including the USA, Japan, Canada, Great Britain, Norway and Europe were obtained to assemble a database of current environmental reduction factors and review their appropriateness. A literature review was also conducted that summarizes recent durability investigations conducted worldwide on various FRP materials under different exposure conditions. These FRP materials include carbon, aramid, glass, and hybrid FRP's. The reduction factors obtained from the results of the recent laboratory studies are compared with those provided by various codes on FRPs around the world. Some of the values obtained from reported experimental work were similar to the values proposed by various guidelines; however, none of the experimental results obtained provided the strength degradation due to the synergistic effect for the different exposures presented.
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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