Bibliographic record
Abstract
h v i o u s research on nailed comections has d t e d in the development of design guidelines for shear, bearing and net section fracture faiiure modes, for both static and fatigue loading.Since then new W e s s steeI powder actuated fasteners (or "naiis") have been developed.The purpose of this experimentai study was to determine if the existing design guidelines are vad, or requin modification, for the new stainiess steel na&.A total of 21 nailed comections have ken tested under static I&g and results confirm that current design guidelines are appiicabie for connections made with new-generation stainiess steel mils.Furthexmore, a total of 16 fatipe tests have been conducted and the existing fatigue S-N curves have been modifieci tu accommodate the current experimental data an stainless steel d e d connections.More research is recpked to develop design guidelines which take bending stresses into accuunt.Advanccments in Nailcd Connections Acknowled~emcnts
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.014 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".