Basalt FRP reinforcing bars for concrete structures
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
The increasing use of fiber-reinforced polymer (FRP) bars encourages utilizing new fiber types, such as basalt fibers, rather than the commonly used fibers (glass, aramid, and carbon). However, extensive investigations are needed to evaluate the short- and long-term characteristics of these newly developed bars. This investigation aims at characterizing newly developed basalt fiber-reinforced polymer (BFRP) bars and tendons. The investigation included physical and mechanical characterizations of two different products of deformed BFRP bars (type A and type B) of 8 mm-diameter and one product of BFRP tendons of 7 mm diameter (for prestressing purposes). The test results confirmed that the developed BFRP bars meet the physical and mechanical properties requirements of CSA S807-10.
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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 | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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