Effect of Long Range Order on the Stress Corrosion Susceptibility of a Nickel-33 at% Chromium Alloy
Why this work is in the frame
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Bibliographic record
Abstract
Fracture mechanics based stress corrosion testing in high-temperature, high purity water was conducted on a Ni-33 at% Cr (30.7 wt%) binary alloy heat treated to produce different degrees of strength via long range order. The as-fabricated and 475°C/200 h aged samples did not exhibit stress corrosion cracking (SCC) at the test conditions (338°C, KI = 33 MPa√m, and 12 SCC H2/kg H2O), but the 475°C/2,000 h aged sample was susceptible. Similar to the effect of “cold work,” the increased hardness, higher strength, and decreased ductility associated with the development of the long range ordered Ni2Cr phase is detrimental to SCC resistance.
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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 | 0.000 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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