Co-Generation of Ozone and Hydrogen Peroxide by Dielectric Barrier AC Discharge in Humid Oxygen
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
Abstract In situ ozonation by a parallel-plate dielectric barrier AC discharge through oxygen onto water surfaces (”electroozonation—) has been used to generate ozone in the gas phase and transport it across the gas-liquid interface in a single step, with simultaneous generation of hydrogen peroxide in the liquid phase. The latter may contribute to efficiency in terms of oxidative power production vs. electrical power consumption in that hydroxyl radicals are generated independently from ozone decomposition. The process is akin to glow-discharge electrolysis, in which OH radicals are produced from ionized or activated water molecules, rattier than by H2O2-induced ozone decomposition as in other advanced oxidations based upon O3/H2O2.
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 | 0.001 |
| 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