Hyperpolarized 129Xe NMR spectroscopic investigation of potentially porous shape-persistent macrocyclic materials
Bibliographic record
Abstract
The application of continuous-flow hyperpolarized 129Xe NMR spectroscopy to investigate the pores of three shape-persistent organic macrocycles is described. Peaks with xenon chemical shifts between 160 and 200 ppm are assigned to xenon atoms trapped in highly confined pores while NMR peaks with chemical shifts of 100 to 140 ppm are assigned to xenon present in channels that exist through the centre of the stacked macrocycles. With the aid of molecular dynamics simulations, connections between the 129Xe NMR spectra and the X-ray diffraction structure of one of the solvated macrocycles, 1, have been made. The similarities in the 129Xe NMR spectra of the three compounds containing hyperpolarized xenon suggest that all three hosts possess comparable pore structures. The 129Xe NMR data provide information about the porous nature of the two compounds for which X-ray crystallographic analysis was not possible. Data obtained from two-dimensional 129Xe NMR exchange spectroscopy experiments, variable-temperature 129Xe NMR and molecular dynamics simulations suggest a mechanism whereby the xenon gains access to the highly confined sites via the channels.
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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) | 0.001 | 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) | 0.007 | 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".