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
The movement of H+ is one of the most important and ubiquitous reactions to take place in biological systems. The gramicidin A (gA) dimer, which forms a water-filled channel selective to small monovalent cations in biological membranes, is used as a model system to study the molecular determinants of biological proton transport with computer simulations. The single-file chain of water molecules, or water wire, embedded in the channel interior mediates the translocation of H+ via a hop-and-turn Grotthuss relay mechanism. Earlier work showing how the mobility of the excess proton in gA is essentially determined by the fine structure and the dynamic fluctuations (structural diffusion) of the hydrogen-bonded network is summarized. The structure and fluctuations of a methanol-containing water chain in the channel lumen suggest a molecular mechanism for the experimentally-measured attenuation of proton conductance by methanol.
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) | 0.000 | 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