Bibliographic record
Abstract
Several mould steel with fine mechanical properties were introduced: 7Cr7Mo2V2Si(LD), is a kind of high-toughness mould steel with fine toughness and wearable; 10Ni3MnCuAl(PMS), is a kind of limitation hardened mirror surface plastic mould steel. Its has a good mirror surface manufacturing properties, cold hot manufacturing properties and electric manufacturing properties, and less heat treatment deformation; 4Cr5Mo2MnVSi(Y10), a special kind of steel for aluminum alloy casting mould, has good anti-cold anti-hot fatigue properties, less heat treatment deformation, and good anti-aluminum melt properties; 4Cr3Mo2MnVNbB(Y4), a kind of steel used in heating, has good toughness, good heated stability, and good anti-cold anti-hot fatigue properties; 4Cr3Mo3W4VNb(GR), a kind of steel used in heating, has a high intensity in high temperature, good heated stability, and good anti-cold anti-hot fatigue properties.
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.
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 | 0.000 |
| 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 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".