Electrochemical Capacitance in Manganese Thin Films with Chevron Microstructure
Bibliographic record
Abstract
Initial characterization of the electrochemical performance of obliquely deposited manganese films with a chevron microstructure, for potential application as electrochemical capacitor materials, has demonstrated that Mn deposited in porous metallic form with subsequent electrochemical oxidation provides a route to forming pseudocapacitive Mn-based materials. The oxidation step and capacitance measurements were performed in sequence using the same electrolyte (0.1 M and electrode setup. Chevron-structured films of manganese were characterized by field emission scanning electron microscopy, cyclic voltammetry, Brunauer-Emmett-Teller method adsorption, and by mass and thickness measurement. Faradaic capacitance behavior with a moderate specific capacitance as high as 256 F/g was observed in combination with relatively low measured surface areas on the order of © 2002 The Electrochemical Society. All rights reserved.
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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 | 0.000 | 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 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".