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
In the chaos of Milan's swiftly-converting industrial quarter, one massive space has been set aside for contemporary art. Merkaba documents Hangar Bicocca's first installation, the seven title towers, from the prototype stage to installation by cranes and pulleys to the spotlight. Each precarious-looking spire of cement and lead boxes has a name of its own as well. Falling Stars, Sternenlager, Die Sefiroth, Tzim-Tzum, Shevirat Ha-Kelim, Tiqqun and The Seven Heavenly Palaces. Their towering silhouettes, some as many as 50 feet high, are as mystical as their titles suggest, but they also seem to make reference to all that is changing and staying the same in the city where they stand, home both to early sacred and secular towers and contemporary skyscrapers. Kiefer, known best for his reckonings with German history, proves that he can work the same alchemy elsewhere.
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 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.158 | 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 it