Review of Studies on Corrosion of Electrodeposited Nanocrystalline Metals and Alloys
Why this work is in the frame
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Bibliographic record
Abstract
Nanocrystalline materials are now gaining vast interest due to their outstanding physical, mechanical and chemical properties. Electrodeposition is an economical, reliable and viable technique in producing nanostructured materials as compared to other available methods. Recently, due to the high potential of nanocrystalline materials in anti-wear and corrosion resistance coating applications, the interest to develop better nanostructured materials as well as to improve the understanding of their corrosion behaviour has gained much attention. However, studies on the corrosion behaviour of electrodeposited nanocrystalline materials are rather limited. Hence, the corrosion performance of nanostructured materials in various electrochemical conditions will be addressed here. This review will provide a survey of existing literature on corrosion behaviour of electrodeposited nanostructured pure metals and its alloys as well as composites.
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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