Crystalline anatase TiO<sub>2</sub> thin films deposited by RF magnetron sputtering : structure, morphology, photocatalysis and bactericidal studies
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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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.000 |
| 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".