Affordable Technique for the Seismic Retrofit of 3 Joint 7–8 Storey RC Structures in the Highest Mexican Seismic Zone
Why this work is in the frame
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Bibliographic record
Abstract
Seismic friction damper application for the seismic retrofit of a concrete building in a high seismic zone. The system is designed using a conventional force-based method and reduction factor. For the first time the yielding restrained brace (YRB) concept is presented, relying on limiting the forces in braces by using Ten-Co friction dampers. The system is compared against two alternatives, concrete shear walls and Buckling restrained braces (BRBs). Effectiveness of the method and system is then confirmed by a NLTH. Results show high seismic performance of the proposed system with little to no ductile damage in the structure.
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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 | 0.001 | 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