Static Design Recommendations for Slotted End HSS Connections in Tension
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Bibliographic record
Abstract
The design of slotted end hollow structural section connections in tension, according to the philosophy behind contemporary specifications [ANSI/AISC 360-05, CAN/CSA-S16-01, and EN 1993-1-8; 2005 (E)], requires checking several limit states to determine the connection capacity. From published data for these types of connections by the writers and other international researchers, a review and analysis of all prior work in this field has been made, with a focus on the current AISC specification. As a result, a new procedure for determining the capacity of such connections in tension is presented, which is shown to be a significant improvement over current international design provisions. Moreover, it is also shown to be applicable to elliptical, square, and rectangular hollow sections.
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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