Multilayer Polyoxometalates-Carbon Nanotube Composites for Electrochemical Capacitors
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
Composites of multi-walled carbon nanotubes (MWCNT) and polyoxometalates (POM) were developed for electrochemical capacitors (EC). Two types of POM clusters, PMo12O403− (PMo12) and PMo10V2O405− (PMo10V2), 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 PMo12 coating. PMo10V2 showed similar charge storage but a wider potential window. A dual-layer coating superimposing PMo12 and PMo10V2 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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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