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
Abstract The article contains sections titled: Introduction the Crystalline State Unit Cells and Crystal Systems Lattices Point‐Group Symmetry Space Groups Lattice Planes and Crystal Faces The Reciprocal Lattice Crystal Structure Determination Radiations for Crystallography X‐Ray Emission Spectra X‐Ray Atomic‐Scattering Factors Neutron Atomic‐Scattering Factors X‐Ray Crystal Structure Analysis with Single Crystals The L aue Methods Cylindrical‐Film Methods Precession Methods Diffractometers Macromolecule Crystallography X‐Ray Analysis of Polycrystalline Samples Other Diffraction Methods Neutron Diffraction Electron Diffraction the Results of Crystal Structure Determinations Metals Insulators/Semiconductors Molecular Crystals Assessment and Collation of Crystal Structure Data Crystallography in Industry and Medicine Epilogue
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