X-Ray diffraction images from a crystal of D. radiodurans PprA - PDB 9YUP - Crystal form xMJ4743/xMJ4744
Bibliographic record
Abstract
Intact S-F-S tetramer of the PprA protein from Deinococcus radiodurans. Crystal Form xMJ4743/xMJ4744. Δ1-8 truncation with D180K/D184K mutation and Selenomethionine derivatization. X-Ray Source: APS BEAMLINE 17-ID Detector: PILATUS 6M, 60-0103, IMCA-CAT Collected at wavelength 0.97625 Å MJ4743 and MJ4744 are each datasets collected from scanning different focal points of the same crystal. Each scan was collected as a 360 degree rotation about omega - 1440 frames at a width of 0.25°/frame. Raw data integrated and scaled in autoPROC. Reflections from datasets xMJ4743 and xMJ4744 were scaled and merged together into one dataset
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.
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 | 0.007 | 0.023 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.013 | 0.006 |
| Open science | 0.016 | 0.010 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.087 | 0.005 |
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; both teacher heads agree on what is shown here.
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".