Scenario of carbon‐encapsulated particle synthesis by spark discharges in liquid hydrocarbons
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Discharges in liquid hydrocarbons produce submicrometric particles with a graphitic shell. In this study, discharges are generated between two Cu electrodes immersed in various liquid hydrocarbons, and the produced particles are characterized by various techniques. The obtained results indicate that the thickness of the particle shell increases with increasing particle size; for instance, it is ~4 nm for small particles (~25 nm) and ~30 nm for large particles (~1 µm). Such variation in shell thickness is attributed to variations in the thermal properties of different‐size particles. On the basis of qualitative analysis, we assume that shell growth is induced by local pyrolysis (or pyrolysis‐like process) of the liquid hydrocarbon due to the ejection of hot particles from the electrodes.
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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 | 0.001 |
| 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