Erosion and Erosion-Corrosion Behaviors of Several Stainless Steels in Dual-Phase Fluid
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Erosion and erosion-corrosion behaviors of several stainless steels, such as 1Cr13 (ferritic), Type 316L (UNS S31603) (austenitic), 0Cr14Ni5Mo (martensitic), and CD-4MCu (α+γ duplex), were studied using a rotating cylinder electrolyzer apparatus. All experiments were conducted in sand-containing synthetic seawater with and without sodium chloride (NaCl) + sulfuric acid (H2SO4) and with different fluid velocities. The morphologies of steels after erosion and erosion-corrosion were observed. The variation of surface microhardness and the hardness gradient of cross sections were measured as well. The results showed that CD-4MCu had higher erosion-corrosion resistance because of its excellent deformation strengthening.
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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 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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