Fabrication of Polyelectrolyte/TiO<sub>2</sub> Hybrid Membrane via a Simple Method and Characterization of its Thermal Behavior
Bibliographic record
Abstract
This study deals with the fabrication and characterization of polymer matrix thin films containing high content titanium dioxide (TiO2). Poly(diallyldimethylammonium chloride) (PDADMAC) membrane incorporated with different percentages of TiO2nanoparticles were prepared by solvent casting. The morphologies of the films were characterised by scanning electron microscopy (SEM), and its thermal behavior were characterised by thermogravimetry(TG). The results indicated that dense TiO2/polymer thin films can been fabricated conveniently by solvent casting from aqueous solutions of TiO2/PDADMAC when the concentrations of TiO2were lower than 40 wt%, and the thermal stability of the TiO2/PDADMAC composites were greatly improved by the addition of TiO2moieties.
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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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".