La voie électrophotocatalytique. Une nouvelle avenue de traitement des polluants organiques persistants.
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
L’industrialisation intense qu’ont connue plusieurs pays du monde \n(dont le Canada) au cours du XXe siècle a requis une utilisation sans \ncesse croissante de l’eau pour couvrir les besoins de divers secteurs \n(chimie, pharmaceutique, pétrochimie, automobile, etc.). Cette \nactivité industrielle sans précédent, jumelée à une augmentation de \nla population, a engendré des effluents de plus en plus complexes. \nAu nombre de ces polluants couramment décelés dans les rejets \nindustriels et urbains se trouvent les produits pharmaceutiques et de \nsoins personnels, les pesticides, les produits chimiques industriels et \ndomestiques, les métaux, les surfactants, etc.
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 | 0.005 | 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 | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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