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
Nanodiscs are discoloidal protein-lipid particles that self-assemble from a mixture of lipids and membrane scaffold proteins. They form a highly soluble membrane mimetic that closely resembles a native-like lipid environment, unlike micelles. Nanodiscs are widely used for experimental studies of membrane proteins. In this work, we present a new method for building arbitrary nanodiscs using a combination of the Martini coarse-grained and all-atom force fields. We model the basic membrane scaffold protein MSP1 and its extended versions, such as MSP1E1 and MSP1E2, using a crystal structure of human apolipoprotein Apo-I. We test our method by generating nanodiscs of different sizes and compositions, including nanodiscs with embedded membrane proteins, such as bacteriorhodopsin, outer membrane protein X, and the glucose transporter. We show that properties of our nanodiscs are in general agreement with experimental data and previous computational studies.
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