Crystalline anatase TiO<sub>2</sub> thin films deposited by RF magnetron sputtering : structure, morphology, photocatalysis and bactericidal studies
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
Des couches minces de dioxyde de titane de structure anatase ont ete deposees sur des substrats de verre par pulverisation cathodique en radiofrequence dans le but d'etudier leurs activites photocatalytiques et bactericides. Des cibles de titane (Ti) ou d'oxyde de titane ont ete utilisees dans une atmosphere d'argon pur ou d'un melange argon-oxygene. Les films ont ete caracterises par diffraction des rayons X (DRX) et microscopie a force atomique (AFM). L'activite photocatalytique des differents depots a ete etudiee dans une solution de Rhodamine B de meme que l'activite bactericide sur Escherichia Coli et Staphylocoque dore. Les depots obtenus a partir de la cible de titane dans une atmosphere reactive (Ar-O 2 ) presentent une meilleure activite de degradation. Ce depot a la meilleure surface specifique.
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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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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