AGOA hydration clusters produce the solvation effect on the aziridine···hydrofluoric acid complex — A modern proposal
Bibliographic record
Abstract
The AGOA methodology was used to describe the hydration clusters of the C 2 H 5 N···HF heterocyclic hydrogen-bonded complex. Using the TIP4P water-geometry model, the hydration clusters were generated by analyzing the finite gradients of the molecular electrostatic potential (MEP) of the solute (C 2 H 5 N···HF). The results obtained revealed high hydration energies (ΔE HC-CORR ) in the positive MEP field, indicating that the water molecules prefer to attack the methyl groups of the aziridine ring upon the formation of the C 2 H 5 N···HF hydrogen-bonded complex. Although they are in accordance with the experimental behavior of the aziridine acid-catalyzed open-ring reaction, the theoretical results obtained here provide a new perspective on studies of the solvation effect because the AGOA protocol requires little computational effort to create the hydration-cluster structures.
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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 | 0.001 | 0.001 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".