Oily Wastewater Treatment by Nano-TiO<sub>2</sub>-Induced Photocatalysis: Seeking more efficient and feasible solutions
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
Oil is one our most important energy sources However, the wide use of oil could lead to diverse environmental problems, such as oily wastewater discharge. Oily wastewater is water that has become contaminated through oil and gas production, the refinery process, transportation, or storage. The dispersion and dissolution of oil fractions into water result in its contamination with free oil and grease, aliphatic hydrocarbons, aromatic hydrocarbons (e.g., benzene, toluene, ethylbenzene, and xylenes, known as BTEX), phenols, polycyclic aromatic hydrocarbons (PAHs), and highly soluble organic compounds (e.g., carboxyl acids. Many of these components are toxic, persistent, and bioaccumulative, posing a threat to ecosystems and human beings [6]-[9]. Thus, efficient treatment of oily wastewater is a necessity.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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