Interaction of N and O atoms with hardwood and softwood surfaces in the flowing afterglow of N<sub>2</sub>‐O<sub>2</sub> microwave plasmas
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
The interaction between hardwood (Sugar Maple) and softwood (Black Spruce) surfaces and N and O atom species produced in the flowing late afterglow of a surface‐wave microwave plasma column in N 2 ‐O 2 gas mixtures was investigated using a NO titration method combined with optical emission spectroscopy. Results showed two distinct atom loss regimes following their interaction with wood surfaces: a recombination regime at low oxygen concentrations (<1% O 2 ) and an etching regime by O atoms at higher oxygen concentrations (>1% O 2 ). The etching reaction was confirmed by surface profilometry measurements, with the formation of sub‐millimetre trenches between low‐density early wood and high‐density late wood regions. Recombination dynamics of O and N atoms over smooth and roughened wood regions are also compared.
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) | 0.000 | 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