Exploring the non-covalent interactions behind the formation of amine–water complexes: the case of <i>N</i>-allylmethylamine monohydrate
Bibliographic record
Abstract
N quadrupolar nucleus. Quantum theory of atoms in molecules (QTAIM), non-covalent interaction (NCI) and natural bond orbital (NBO) analyses showed that the observed conformers of AMA-w are stabilized by two intermolecular interactions consisting of a dominant NH-O and a secondary C-HO hydrogen bond (HB) in which the water molecule acts simultaneously as a HB donor and acceptor. The HBs formed with water do not change the relative energy ordering of the most stable conformers of AMA but do affect the stability of higher energy conformations by disrupting the intramolecular forces responsible for their geometries. By comparing the intermolecular interaction energies with those of the monohydrates of the simplest primary (methylamine, MA), secondary (dimethylamine, DMA) and tertiary (trimethylamine, TMA) amines using symmetry-adapted perturbation theory (SAPT) calculations, we find that AMA forms the strongest bound complex with water. This is rationalized through the identification of subtle differences in stabilizing and destabilizing contributions across the amine-w series of complexes.
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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 | 0.001 |
| 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".