Effect of Defects Induced by <sup>12</sup>C<sup>+</sup> Ion Irradiation on the Fluorination of Pyrolytic Carbon Coating in Flinak Salt
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
Pyrolytic carbon (PyC) coating is deposited on IG‐110 nuclear graphite to protect it against the impregnation of molten Flinak salt. Raman spectroscopy, near‐edge X‐ray absorption fine structure (NEXAFS) spectroscopy, and X‐ray photoelectron spectroscopy (XPS) are used to investigate the effect of defects induced by 12 C + ion irradiation on the fluorination of PyC coating in Flinak salt. Results show evidence for the formation of CF bond. And the defects induced by ion irradiation facilitate the fluorination of PyC coating in Flinak salt.
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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 | 0.003 | 0.002 |
| 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