Enhancing the mechanical properties of concrete structures subjected to explosives impact using non-metallic geogrids
Why this work is in the frame
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Bibliographic record
Abstract
The strengthening and retrofitting of existing reinforced concrete structures againstblast or projectile loadings is a pressing problem in the current political environment.The usual approach to protect sensitive structures is generally in the form ofestablishing a barrier line away from the structure. Although this approach can bequite effective, it still does not address the problems associated with long-rangeprojectiles hitting the structure. Current research aims at solving this problem by anew strengthening technique using protective non-metallic geogrids applied on theexisting concrete surface. Results of initial impact loading studies will be presented todemonstrate that non-metallic grid retrofits provide significant improvements in theimpact resistance capacity of reinforced concrete slabs. In particular, slabs retrofittedwith polyethylene grids show better performance compared to those retrofitted withother materials.
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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) | 0.000 | 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