Direct Redox Deposition of Manganese Oxide on Multiscaled Carbon Nanotube/Microfiber Carbon Electrode for Electrochemical Capacitor
Bibliographic record
Abstract
Manganese oxide was synthesized by direct reduction of ions on microfibrous carbon paper (CP) and a multiscaled substrate, which consists of microfibrous CP coated with carbon nanotubes. This process is much simpler than that used for the formation of composite electrode. Scanning electron microscopy and energy dispersive X-ray analysis revealed that the multiscaled carbon nanotube/microfibrous CP is efficient for the reduction of ions that leads to the direct formation of . The capacitive behavior of the composite manganese oxide/CP composite and the multiscaled carbon nanotube/microfibrous CP nanocomposite electrode was characterized by cyclic voltammetry in neutral aqueous electrolyte (e.g., ) aqueous solution. The specific capacitance of the nanocomposite is as high as in comparison to that one of , which is . The electrochemical impedance spectroscopy technique showed that the multiscaled nanocomposite electrode is characterized by a good electrical conductivity and an excellent electrical contact between the active material and the current collector.
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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) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".