A Comparative Mass‐Spectrometric Study of Plasma‐ and Vacuum Ultraviolet Ablation of Selected Polymers
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Energetic photons (UV, VUV radiation and soft X rays), and particles (ions, electrons, metastable excited atoms) from inert gas plasmas possess sufficient energy to induce multiple bond scission reactions in the macromolecular chains of most polymers. As a result, volatile products of varying molecular weights escape from the polymers' surfaces; they can be captured and identified by mass spectrometry (MS). We report an MS‐based study of five commercial polymers, polyethylene (PE), polypropylene (PP), polystyrene (PS), poly(ethylene terephthalate) (PET) and polyamide that were exposed to inert gas (He, Ar) plasmas and to near‐monochromatic ( λ = 121.6 nm) VUV irradiation. For the cases of PE and PP, quantitative analyses of the most abundant reaction products (H 2 , C 1 –C 7 alkanes) are compared among the various polymer/excitation‐source cases, and with regard to literature data for γ irradiation. magnified image
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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