Promotion and Inhibition of the Oxidase‐Mimicking Activity of Nanoceria by Phosphate, Polyphosphate, and DNA
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Nanoceria (CeO 2 nanoparticles) is an extensively studied nanozyme with interesting oxidase‐mimicking activity. As they can work in the absence of toxic and unstable H 2 O 2 , CeO 2 nanoparticles have been widely used in biosensing. CeO 2 nanoparticles often encounter phosphate‐containing molecules that can affect their catalytic activity, and various reports exist in the literature showing both promoted and inhibited activity. In this work, we systematically studied five types of phosphate: orthophosphate, pyrophosphate, triphosphate, trimetaphosphate, and a polyphosphate with 25 phosphate units (Pi 25 ). In addition, DNA oligonucleotides of various length and sequence. DNA was included as they contain a phosphate backbone that can strongly adsorb on nanoceria. We observed that a high concentration of DNA in acetate buffer inhibited activity, whereas a low concentration of DNA in phosphate buffer increased activity. The change of activity was also related to the type of substrate and related to the aggregation of CeO 2 . These discoveries provide an important understanding for the further use of CeO 2 nanoparticles in biosensor development, materials science, and nanotechnology.
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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 | 0.000 | 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) | 0.000 | 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