Effect of Annealing on Sn[sub 30]Co[sub 30]C[sub 40] Prepared by Mechanical Attriting
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
Samples of prepared by vertical-axis attriting were annealed at different temperatures up to . The effects of annealing were studied by X-ray diffraction (XRD) and by electrochemical testing. The XRD pattern of the as-milled sample shows an amorphous-like diffraction pattern. Crystallization of the occurs as evidenced by the appearance of Bragg peaks of crystalline CoSn in the diffraction pattern of the sample annealed at . Samples annealed above show only Bragg peaks of crystalline CoSn and no amorphous or nanostructured components. Electrochemical results show a significant decrease in first cycle reversible capacity from room temperature to the sample annealed at . The decrease in capacity can be related to the poor electrochemical performance of crystalline CoSn and to the increase in size of the CoSn grains in the carbon matrix.
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) | 0.001 | 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