Anodic Electrodeposition of Nanocrystalline Coatings in the Mn−Co−O System
Bibliographic record
Abstract
Nanocrystalline coatings in the Mn−Co−O system have been anodically electrodeposited on ferritic stainless steel substrates from aqueous solutions. A range of Co/Mn compositions (20−65 atom % Co) can be deposited by adjusting the deposition parameters, i.e., solution temperature, metal ion concentration and current density. Electron microscopy analysis shows that the coatings are composed of numerous oxide grains (less than 10 nm in diameter), which have a metastable face center cubic (FCC) structure. The crystal structure of as-deposited coatings is not sensitive to deposition parameters. The effects of deposition parameters on coating morphology have also been investigated. Crack formation in Mn−Co−O coatings depends on process conditions, but is not related to phase structure, grain size, or even coating composition.
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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 | 0.001 | 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 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".