ZnO Nanostructures Grown onto Polypyrrole Films Prepared in Swollen Liquid Crystals via Integrative Chemistry
Bibliographic record
Abstract
We report the synthesis of ZnO nanostructures via electrodeposition onto films of polypyrrole (PPy) obtained by an electroless method from an aqueous suspension of PPy nanosheets. The PPy nanosheets are initially prepared in hexagonal oil-in-water (o/w) swollen liquid crystal (SLC) to provide the lamellar structure required to achieve further formation of a smooth electrode by an electroless process. The PPy particles can be easily extracted and transferred into an aqueous suspension that can be stored for months until its final use. The aqueous suspension of PPy is further spin-coated onto a glass or silicon substrate to form a flat thin film. These films exhibit a significant conductivity that allows further growth of various zinc oxide nanostructures by electrodeposition.
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How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.006 | 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 teacher head, 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".