Computer simulations of voltage‐gated potassium channel KvAP
Bibliographic record
Abstract
Abstract The recent crystal structures of the voltage‐gated potassium channel KvAP and its isolated voltage‐sensing “paddle” (composed of segments S1 to S4) (Jiang et al., Nature 2003, 423, 33–41) challenged existing models of voltage gating and encouraged a large number of experimental and theoretical studies to answer a number of questions about the structure of the physiologically relevant states of voltage‐gated potassium channels and their gating mechanism. We describe equilibrium simulations of the KvAP crystal structure. The crystal structure of the full channel undergoes a large conformational change, localized to the S1–S4 domains, as the S1–S4 domains move into the membrane. We also present a model of the closed state, in agreement with the position of the paddle in the paddle model of voltage gating. Finally, we estimate the energetic cost of transferring a single arginine sidechain from water into an octane slab with the approximate hydrophobic thickness of a membrane. © 2004 Wiley Periodicals, Inc. Int J Quantum Chem, 2004
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".