Effect of Silicon on the Interaction between Recrystallization and Precipitationin Niobium Microalloyed Steels
Why this work is in the frame
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Bibliographic record
Abstract
The effect of Si addition on the interaction between recrystallization and precipitation was investigated in terms of the no-recrystallization temperature (Tnr) on three microalloyed steels containing about 0.035 mass% Nb. The Tnr was measured using torsion testing over the Si concentration range from 0.01 to 0.48 mass%. It was observed that the Tnr increased with Si level, but appeared to saturate at long interpass times. In addition, high strains reduced the influence of Si on the Tnr. This behaviour is attributed to the acceleration of Nb(C, N) precipitation by the addition of Si.
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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