Multilayer Polyoxometalates-Carbon Nanotube Composites for Electrochemical Capacitors
Bibliographic record
Abstract
Composites of multi-walled carbon nanotubes (MWCNT) and polyoxometalates (POM) were developed for electrochemical capacitors (EC). Two types of POM clusters, PMo 12 O 40 3− (PMo 12 ) and PMo 10 V 2 O 40 5− (PMo 10 V 2 ), were deposited onto MWCNT in single or double layers via layer-by-layer deposition. Charge storage capacity increased by a factor of 5 with one layer of PMo 12 coating. PMo 10 V 2 showed similar charge storage but a wider potential window. A dual-layer coating superimposing PMo 12 and PMo 10 V 2 on MWCNT showed a collective contribution of both active layers, increasing not only charge storage capacity but also the voltage window. X-ray Photoelectron Spectroscopy (XPS) and Scanning Electron Microscopy (SEM) demonstrated successful coating of POM on MWCNT with high coverage and evenly covered morphologies.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".