The Crack Tip Solution Chemistry in Sensitized Stainless Steel in Simulated Boiling Water Reactor Water Studied Using a Microsampling Technique
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Bibliographic record
Abstract
In order to obtain a better understanding of the mechanism of stress corrosion cracking, an improved microsampling technique was applied to measurements of the local solution chemistry at the growing tip of a stress corrosion crack.Efforts were made to improve the microsampling technique to obtain more accurate information about the crack tip solution chemistry and apply it to measurements of the crack tip solution chemistry in sensitized 304L stainless steel in simulated Boiling Water Reactor water.The improved technique was used to study the effects of dissolved oxygen, testing temperature and exposure time on the concentration of harmful anions at the crack tip.The microsampled solution from the crack tip was analyzed by a Capillary Electrophoresis system.The results as well as the effects of the improved technique were discussed.
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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 | 0.004 | 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 | 0.001 |
| 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