Surface/Interfacial Catalysis of (Metal)/Oxide System: Structure and Performance Control
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Surface/interfacial catalysis on a series of oxide substrates and metal/oxide interfaces has been reviewed. Special attention has been paid to those systems in which the oxide substrates are structurally defined with certain exposed facets, and the metal assembling is well controlled with desired particle size and narrow particle size distribution. The distinct catalytic behaviors over the selected systems have been discussed in line with their specific surface/interfacial structure features as well as other surface properties. The tactics and cations how to build up the novel metal/oxide interfacial structures are provided, and the guideline for extended reaction exploration is also suggested. Success in structure and performance control on these important systems is highly valuable for designing more selective and efficient catalyst in practical applications.
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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 | 0.001 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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