Facile Synthesis and UV-Activated Gas Sensing Performance of Ag:ZnO Nano-Ellipsoids
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
A sensitive zinc oxide gas sensor decorated with Ag nanoparticles was prepared by the precipitation method to detect low concentrations of toxic gases at room temperature under ultraviolet light-emitting diode (UV-LED) illumination. The sensor was characterized by X-ray diffraction (XRD) and field emission scanning electron microscopy (FE-SEM) analyses. The results indicated a significant increase in sensor response toward 5 ppm NO2 (0.98) compared to pristine ZnO samples (0.5) due to charge carrier enhancement. The effect of UV irradiance was found to play an important role with respect to the response of the sensor.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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