Distribution of Al and adsorption of NH<sub>3</sub> and pyridine in ZSM-12: a computational study
Bibliographic record
Abstract
The distribution of Al and the adsorption of NH 3 and pyridine in both Na-form and H-form ZSM-12 were investigated using dispersion-corrected density functional theory. It was found that the energy differences for Al atoms in the different T sites of ZSM-12 (both H form and Na form) were less than 0.3 eV, which indicates that the Al atoms could distribute in all kinds of T sites in ZSM-12. In addition, the small energy difference indicates that both H and Na atoms could stay in either the small cage or the main channel of ZSM-12. The adsorption of NH 3 and pyridine on NaZSM-12 is weak, while the adsorption of NH 3 and pyridine on HZSM-12 is strong, as they could form NH 4 + and NC 5 H 6 + species in the presence of protons. Both NH 3 and pyridine could adsorb on the Lewis Al 3+ sites in HZSM-12, while the adsorption of NH 3 and pyridine on the Lewis acid sites are less stable than on the Brønsted acid sites of ZSM-12.
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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) | 0.000 | 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 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".