Characterization and Growth Mechanism of Filamentous Zinc Electrodeposits
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
The morphology of mossy zinc deposits from alkaline zincate solutions was investigated using a scanning electron microscope (SEM) and a transmission electron microscope (TEM). The composition and orientation of the mossy deposits were examined using powder X-ray diffraction (XRD), and selected area XRD (SAD). Morphologically, the deposits appear as spongy at the micrometer scale, but filamentous at the nanometer scale. Filamentous mossy zinc was determined to consist of pure metallic zinc. Individual deposit filaments were found to be single crystals which grow in the <0001> direction. The BET specific surface area of filamentous deposits was determined to be 5-11 m2 g-1 (BET). This high surface area makes filaments highly active and can spontaneously oxidize in the air.
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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