Electrochemical Performance of B‐Type Vanadium Dioxide as a Sodium‐Ion Battery Cathode: A Combined Experimental and Theoretical Study
Bibliographic record
Abstract
Abstract B‐type vanadium dioxide is a frequently investigated lithium‐ion battery material because of its appreciable gravimetric capacity, energy density, rate capability and cycling stability, but investigations of its performance with sodium working metal are scarce. We present a combined experimental‐theoretical study exploring the underlying mechanism of the electrochemical sodiation of B‐type vanadium dioxide. We find agreement between theoretical and experimental results, which complement each other and map out a detailed mechanistic picture. We are able to identify the sluggish diffusion of sodium ions in the vanadium dioxide host material, especially at low concentrations, as a key obstacle to the utilization of the pristine material as a high‐performance cathode for sodium‐ion batteries. Our findings provide context for previously reported results and can be used for a more targeted vanadium dioxide electrode design in the future.
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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 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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".