Estimation Formulas for Embedded-length of Connection Embedded-type Foundation Unit Modular System
Bibliographic record
Abstract
Modular unit structure system has been used increasingly for mid-rise buildings where repetitive units are required. By assembling the pre-made modular unit structures, a building can be easily constructed. The assembled building must behave as one single structure to effectively transfer the forces and moments developed by gravity and lateral loads. For this, individual modular unit structure has to be properly connected to each other. Therefore, evaluation of the connection behavior of modular unit structure system is crucial. This study proposed the embedded steel column-to foundation connection for modular unit structure system and evaluated the behavior of the proposed connection. A series of experiments was performed to investigate the effect of embedment depth of the column, the shape of the end plate, and the shear studs in the embedded region of the column on the connection behavior. Finally, a design equation for the proposed connection was suggested.
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How this classification was reachedexpand
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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".