Microstructure Evolution Behavior of HIP FGH96 Alloy during Heat Treatment Process
Bibliographic record
Abstract
This paper studies the heat treatment technique on mi- crostructure evolution of HIP FGH96 alloy.The precipitation phase type,quantity andγ′prime precipitation behavior of the FGH96 alloy that displayed before or after the heat processing are studied by using physical-chemistry-phase-analysis method. The research shows that precipitation phases structure in FGH96 alloy isγ′face centered cubic crystal phase,the main trace phase is the face centered cubic structure M (C,N) and the tetragonal system M3B2.Heat Treatment cooling rate has little effect on the structure of FGH96 alloy precipitates,but it has great influ- ence on the behavior ofγ′phase precipitation in the FGH96 al- loy.The content of theγ′phase size and large sizeγ′phase in the FGH96 alloy has a significant increase by reducing the cool- ing rate after heat treatment.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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".