Photocatalytic Conversion of Organic Pollutants Extinction Coefficients and Quantum Efficiencies
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
This study describes an experimental method for the evaluation of the rate of absorbed photons in an aqueous TiO 2 slurry reactor. This method and the use of a macroscopic radiation balance allow for the estimation of extinction coefficients of the dispersed medium. With this end, the effects of the radiation wavelength on the extinction coefficients of TiO 2 dispersions are established. The photoconversion of phenol as a model pollutant allows the rate of photodegradation and the effect of the catalyst concentration on this rate to be assessed. In addition, the effects of several other operating parameters on both the phenol photodegradation and the quantum efficiency are studied in detail. It is shown that there is good agreement between parameters estimated using the proposed reaction rate model and data from photoconversion and light transmission experiments.
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 | 0.001 | 0.001 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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