Hidden Histories and Collections: Discovering the Underbelly Project
Bibliographic record
Abstract
Below the bustling streets of New York City is a collection of artwork unlike any other. Hidden in an abandoned subway station is the work of one hundred and three street artists from around the world. It is widely known as The Underbelly Project and it took over eighteen months to complete. The location is a closely guarded secret and the exhibition itself closed on the very same night it opened. The unique nature of this project opens up our understanding of the museums’ purpose and function within society. The Underbelly Project seemingly rejects every norm of the traditional museum experience. However, the ritualistic quality of the Underbelly Project undeniably links it to fundamental principles of museums such as the ritual, the archive, and notions of collecting.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.024 | 0.026 |
| Scholarly communication | 0.013 | 0.016 |
| Open science | 0.002 | 0.018 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.010 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".