Progress in diamond-like carbon coatings for lithium-based batteries
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
NetZero drive is exploring new energy solutions around the globe. Carbon-based electrodes are receiving wider attention for energy storage applications. This work reviews the application of diamond-like carbon (DLC) coatings for lithium-based batteries (LBB). DLC atomic structure, the mechanisms at atomistic and microstructure levels, and the manufacturing of DLC coatings for LBB with plasma methods are explained. This work also describes the effects of DLC coating thickness, deposition temperature, coating architecture by layers, and doping on the performance of LBB. The application of DLC is reported to increase retention capacity by 40 % and cycle life by 400 % for LBB. This work emphasizes the full spectrum experimental study of process-structure-property blended with material informatics to develop high-performance DLC-based electrodes for LBB.
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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 | 0.000 | 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