Depyrogenation by the Flowing Afterglow of a Reduced‐Pressure N<sub>2</sub>–O<sub>2</sub> Discharge (Gaseous Plasma Treatment)
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 presence of pyrogens in the human body can activate the immune system leading to pathological effects, such as fever, tissue damage, septic shock, possibly even death. This is a major concern in the pharmaceutical field where injectable solutions are widely used. The main pyrogens are the lipopolysaccharide (LPS) molecules from Gram‐negative bacteria and the lipoteichoic acid (LTA) from Gram‐positive bacteria. Conventional sterilization methods cannot fully inactivate these molecules. A significant decrease of the pyrogenic activity of both LPS and LTA is obtained after exposure to the flowing afterglow of a N 2 –O 2 discharge. We also investigated the level of pyrogenic activity ensuing from the inactivation of bacterial spores by the flowing afterglow.
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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 | 0.000 |
| 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