Glycine Amino Acid Transport inside the Nanopores of Lysozyme Protein Crystal
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Transport of glycine amino acid molecules inside the fully hydrated nanopores of a lysozyme protein crystal was investigated using molecular dynamics (MD) simulations. Mean square displacement (MSD) analysis of glycine molecules suggested that there are different regimes during glycine transport inside the lysozyme nanopores. Glycine molecules undergo a diffusive behavior along the main pore of the protein crystal with the self-diffusion coefficient of about 1.98 × 10−13 m2 s−1, four orders of magnitude less than that in pure water. This observation is in good agreement with available experimental data. Moreover, analyses based on density and radial distribution functions (RDFs) showed that most interactions of glycine molecules with lysozyme take place on LYS96, ARG14, and ASP87 residues. These interactions are the result of hydrogen-bonding interactions between both amino and carboxylic groups of glycine molecules and active sites of protein residues. These interactions change the effective pore size of the lysozyme crystal.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 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