Reconciled Nanoarchitecture with Overlapped 2 D Anatomy for High‐Energy Hybrid Supercapacitors
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
Abstract A unique and novel, flower bouquet‐like, vanadium disulfide (VS 2 ) nanosheet structure with very small prominent VS 2 nanoparticles (10–25 nm) anchored on the surface of graphene nanosheets (VS 2 /G) was synthesized by a facile solvothermal method. The material showed superior electrochemical performance upon testing as a supercapacitor and achieved specific capacitance values of 211 and 135 F g −1 at current densities of 1 and 20 A g −1 , respectively, with 97 % capacitance retention after 8000 cycles at 5 A g −1 with high coulombic efficiency. The material was used to fabricate a full‐cell hybrid supercapacitor (HSC), which showed a specific capacitance of 132 F g −1 at a current density of 1 A g −1 with remarkable cyclability up to 8000 cycles at 5 A g −1 and a loss of less than 1×10 −4 F cycle −1 . The HSC demonstrated an excellent energy density of 46.93 Wh kg −1 at a power density of 0.91 kW kg −1 and retained a high energy density of 23.11 Wh kg −1 even upon increasing the power density tenfold (9.40 kW kg −1 ). This unique material synthesized by a simple method is a very promising candidate for next‐generation energy‐storage technologies that can fill the gap between batteries and supercapacitor devices.
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 | 0.000 | 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 | 0.001 | 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 it