3D Reconstruction from STEM Images of Xanthine Dehydrogenase and Insulin Receptor: Refinements and Molecular Modelling.
Bibliographic record
Abstract
Abstract We have reconstructed the three-dimensional quaternary structure of the complete 480 kDa insulin receptor (IR), complexed with Nanogold - labeled insulin, and the 290 kDa Xanthine Dehydrogenase (XDH). Both molecules were imaged by low-dose, low-temperature dark field scanning transmission electron microscopy (STEM). XDH and IR were both freeze-plunged in liquid ethane, and transferred to the STEM (VG HB 601) where they were freeze dried at -130°C. Reconstruction was carried out using the method of quaternion-assisted angular reconstruction (IQAD) as described previously. XDH was further refined by an iterative process in which the IQAD produced volume was used as a reference for further refinements. Separate reconstructions of two sets of half the images indicated an inter-reconstruction resolution of 20 Å and 9 Å by phase residual criteria for the IR and XDH reconstructions, respectively.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".