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
Mesh #galleryoldham big thanks to @meshxuk @kriksix #Keith_Brown and the great team from @galleryoldham @museumofginger MESH exhibition Public · Event · by @meshxuk MESH includes existing works alongside newly commissioned sculptures using the latest 3D print technology, including full colour and multi material 3D print processes. MESH showcases work by artists Keith Brown, Annie Cattrell, Bruce Gernand, James Hutchinson #james_hutchinson , Jon Isherwood, and Sumit Sarkar. The exhibition and commissioned sculptures have been made possible by funding from Arts Council England and Wild in Art. Wednesday, 15th March 2pm artist talk including live 3D modeling demo Location: Gallery Oldham #galleryoldham #go Oldham Cultural Quarter Greaves St, Oldham OL1 1AL If you can't attend the opening, be sure to come see the exhibition between: 11th March - 3rd June 2017 For more information visit: www.meshx.uk
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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