Probing the Mechanism of Action of Small-Molecule Ice Recrystallization Inhibitors Using Proton Nuclear Magnetic Resonance Relaxation
Why this work is in the frame
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Bibliographic record
Abstract
N -2-Fluorophenyl- d -gluconamide (2FA) improves the recovery and function of cryopreserved biological materials by inhibiting ice recrystallization. However, as for many small-molecule ice recrystallization inhibitors, the mechanism of action of 2FA is not well-understood. In this study, the IC 50 of 2FA for ice recrystallization was determined to be 3.5 mM (95% CI [3.41–3.52]). 1 H transverse and longitudinal relaxations were then characterized by NMR at 2FA concentrations from 0 to 10 mM and at temperatures between −15 °C and +30 °C. Corresponding activation energy of water molecule motion ( E A H2O ) was calculated, showing that at each concentration 2FA did not affect E A H2O in the solid state, whereas in the liquid state E A H2O was significantly higher with 2FA than for pure water. Therefore, 2FA is excluded from the ice lattice upon freezing and concentrated in the interstitial liquid phase. This restricts the migration of water molecules between ice crystals via the liquid phase, inhibiting ice recrystallization.
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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