Reaction of Li with Grain-Boundary Atoms in Nanostructured Compounds
Bibliographic record
Abstract
Intermetallic compounds react with Li to produce high capacity negative electrodes for lithium‐ion batteries. Because of the violent reactions occurring during the alloying process between lithium atoms and the active alloy, the cycle life of these materials is generally poor. In this paper we show that nanostructured , which has a low affinity for lithium, behaves differently from any intermetallic system reported to date. Using in situ X‐ray diffraction, in situ Mössbauer spectroscopy, and electrochemical experiments on mechanically alloyed samples of nanostructured , we show that the grain boundaries apparently act as channels to allow Li to enter the particles. The lithium atoms then reversibly react with Sn atoms at and within the grain boundaries to deliver a working capacity of approximately 150 mAh/g with no capacity loss with cycle number. © 2000 The Electrochemical Society. All rights reserved.
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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 | 0.000 |
| 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 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".