New Benzimidazole Nitronyl Nitroxides As Electro-Active Compounds for Battery Electrodes
Bibliographic record
Abstract
Battery systems are energy sources in wide scope of applications such as mobile phones, portable computers, uninterruptible power supplies. Radical bearing organic polymers, also called radical polymers, may be used as cathode- or anode-active materials in batteries. TEMPO (2,2,6,6-Tetramethylpiperidin-1-yl-oxyl) bearing polymers have been synthesized and studied as electrode materials for rechargeable batteries 1 . In a similar way, benzimidazole nitronyl nitroxides (BNNs) which are nitroxide-containing organic molecules like TEMPO can also be utilized as electro-active materials. Our studies involving synthesis and utilization of these molecules as cathode or anode materials in Li-ion batteries will be presented. References 1. A Y. Liang , Z. Tao , J.Chen, Adv. Energy Mater. 2012 , 2 , 742–769.
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How this classification was reachedexpand
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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".