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
The sidewall stiffness of the Chinese Maglev train is so weak that it disagrees with the situation of passing each other in open air at high speed. The first problem of the structure optimal design to settle down is to enhance the sidewall stiffness. The car body weight was defined as the object variables, and the deflections and stresses in the sidewall were defined as state variables, and the board thickness of profiled extrusion material and composite plate were defined as design variables. Combined with finite element analysis technology, the optimal design of the maglev train body structure was carried out by mathematical programming approach method. The transversal displacement in the sidewall from load case 6 reduced from 3.8241mm to 3.2mm and from load case 7 reduced from 2.9153mm to 2.3531mm after 18 times iteration calculation optimized. The displacement value was decreased by 20%. The proposed method can be used to optimize the existing and new car body structure of domestic maglev train.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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