Rock Salt−Spinel Structural Transformation in Anodically Electrodeposited Mn−Co−O Nanocrystals
Why this work is in the frame
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Bibliographic record
Abstract
Mn−Co−O nanocrystals, with a defective rock salt-type structure, were prepared by anodic electrodeposition. The structural and chemical stability of the as-deposited oxide nanocrystals were investigated using wavelength dispersive spectroscopy (WDS), X-ray photoelectron spectroscopy (XPS), and transmission electron microscopy (TEM). The rock salt−spinel structural transformation occurred in the oxide nanocrystals annealed at a temperature of 500 °C. A cubic Fd 3̅ m spinel-type structure was obtained in the Co-rich, Mn−Co−O oxide nanocrystals, while a distorted tetragonal-type spinel phase with a space group of I 4 1 / amd, induced by the Jahn–Teller effect, formed in their Mn-rich counterparts. It is noted that the structural transformation involves the migration of Mn/Co cations from the octahedral interstices to the tetrahedral interstices, which is accompanied by the reduction of Mn/Co cations and oxygen evolution. A novel mechanism for the structural transformation and reaction scheme is proposed in this work.
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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) | 0.001 | 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