Ruthwell Cross - 3D Model Ambient (15M)
Bibliographic record
Abstract
This is a High-Resolution Ambient 3D model the Ruthwell Cross, developed as part of the ongoing Visionary Cross project. This model has a 15M poly count. This record contains: An xml record: _Ruthwell_3DModel_Ambient_15M_Metadata.xml A 3D Model of the Ruthwell cross: cross_AmbientOcclusion_15M.ply A 2D thumbnail: Ruthwell_Cross00.png <pre>The DOI for this version of the record is 10.5281/zenodo.1490879. The DOI 10.5281/zenodo.1490878 always points to the latest version of this record.</pre> This file in .ply format is best viewed using 3DHOP, but can also be viewed using 3D rendering software like MeshLab. For individual panels and other related material go to The Visionary Cross community at: https://zenodo.org/communities/the_visionary_cross/
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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.004 | 0.000 |
| Open science | 0.005 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.050 | 0.058 |
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".