A new type of two-dimensional carbon-based monolayers namely irida-graphene as an anode material for magnesium-ion batteries
Why this work is in the frame
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Bibliographic record
Abstract
The DFT was employed to assess the ion-storage capability of an irida-graphene monolayer (IGM) in Mg-ion batteries (MIBs). The IGM had a mechanically stable structure. The IGM also exhibited great conductance based on the DOS calculations. The energy density of the IGM for MIBs was 3139.60 mWh g −1 and its storage capacity was 1643.21 mAh g −1 . Moreover, the Mg ions migrated easily across the IGM surface throughout cycle, as indicated by the increased rate of diffusion (1.58 x 10 −5 cm 2 s −1 ) and the small energy barrier (0.068 eV). In addition, the obtained OCV for MIBs was 0.18 V, which was in line with the requirements for commercial designing. The current theoretical study demonstrated the possibility of using the IGM as an electrode in future MIBs.
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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