Evidence that small proteins translocate through silicon nitride pores in a folded conformation
Bibliographic record
Abstract
The interaction of three proteins (histidine-containing phosphocarrier protein, HPr, calmodulin, CaM, and maltose binding protein, MBP) with synthetic silicon nitride (SiN(x)) membranes has been studied. The proteins which have a net negative charge were electrophoretically driven into pores of 7 and 5 nm diameter with a nominal length of 15 nm. The % blockade current and event duration were measured at three different voltages. For a translocation event it was expected that the % block would be constant with voltage whilst the event duration would decrease with increasing voltage. On the basis of these criteria, we deduce that MBP whose largest dimension is 6.5 nm does not translocate whereas up to 40% of CaM molecules can translocate the 7 nm pore as can a majority of HPr molecules, with some translocations being observed for the 5 nm pore. For translocation events the magnitude of the % blockade current is consistent with a folded conformation of the proteins surrounded by a hydration shell of 0.5-1.0 nm.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".