Potential Energy Surfaces for Gas-Phase S<sub>N</sub>2 Reactions Involving Nitriles and Substituted Nitriles
Bibliographic record
Abstract
The stationary points on the potential energy surfaces for a number of gas-phase S(N)2 reactions have been determined using a combination of pulsed ionization high-pressure mass spectrometry. MP2/6-311++G**//B3LYP/6-311+G** calculations are shown to provide excellent agreement with the experimentally determined values, providing confidence for the use of this computational method to predict values that are not available experimentally. The binding in the halide/nitrile complexes has been described in the past as either hydrogen bonding or electrostatic bonding. The trends in the binding energies observed here, though, cannot be rationalized in terms of simply hydrogen bonding or ion-dipole bonding but a mixture of the two. The computed structures support the description of binding as a mixture of hydrogen bonding and ion-dipole bonding.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".