Determination of Isoleucine Side-Chain Conformations in Ground and Excited States of Proteins from Chemical Shifts
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Bibliographic record
Abstract
A simple method is presented for quantifying Ile chi(2) rotamer distributions in proteins based on the measurement of Ile (13)C(delta1) chemical shifts. The methodology is well suited for applications involving very high molecular weight protein complexes, where other NMR parameters such as side-chain scalar coupling constants that report on dihedral angles cannot be measured or for studies of invisible, excited protein states, where chemical shifts are obtained from analysis of CPMG relaxation dispersion profiles. The utility of the approach is demonstrated by an application to the folding reaction of a mutant Fyn SH3 domain, where Ile side-chain structure and dynamics of an on-folding pathway intermediate state are studied.
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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 it