Demonstration of the effectiveness of <i>U</i> <sup>*</sup> -based design criteria on vehicle structural design
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A basic function of vehicle structures is bearing the load. To design high efficient vehicle structures, it is crucial to know how the applied forces are transferred in the structure. The U * index was introduced as the indicator of the main load path in the structure. U * -based design criteria were developed to promote the ability of the U * index theory for vehicle structural design. However, the effectiveness of these U * -based design criteria on improving the structural performance is still unknown. In this paper, an improved design of a vehicle component was proposed based on the U * governed design criteria. Compared to the original design, the weight of the modified structure is reduced by 10% while the maximum displacement and stress are declined by 5% and 26%, respectively. The paper proves that the application of the U * driven design criteria can effectively increase the structural performance.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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