Chemical processes induced by nanosecond discharge plasma in liquid hexane (ISPC23).
Why this work is in the frame
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Bibliographic record
Abstract
Předneseno na: ISPC 2017: International Symposium on Plasma Chemistry /23./. Montréal (CA), 30.07.2017-04.08.2017,\nPlasmachemical processes induced by nanosecond pulsed discharge in liquid hexane were studied. Dehydrogenation of hexane was the major reaction pathway leading to unsaturated hydrocarbons of lower molecular weight (C2-C4) and molecular hydrogen. A large number of heavier saturated aliphatic hydrocarbons of different C7-C19 alkane isomers was formed due to recombination reactions of alkyl fragments from hexane. No carbonaceous products were detected.
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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 | 0.001 |
| 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 it