Activity of Pt-Sn Catalyst Prepared by Reactive Spray Deposition Technology for Ethanol Electro-oxidation
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
Direct liquid fuel cells (DLFCs) are promising power sources for small devices operating under ambient conditions, such as electronic portable devices. A one-step, open atmosphere reactive spray deposition technique (RSDT) was used for the first time as a flame-based technique to produce Pt-Sn catalyst for ethanol oxidation reaction. TEM images show catalyst particle size in the range of 2 to 6 nm. XRD patterns confirm crystalline Pt and a possible amorphous to weakly crystallized SnO2 phase. Pt-Sn / 90-10 % showed a superior catalytic performance compared to Pt or Pt-Sn mixtures with higher Sn content.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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