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
Roland Fischers Facades are spectacular photographic pictures: a visual grammar of architectural structures, an alphabet of abstract forms full of art - historical references. Roland Fischer (b. 1958), whose work is exhibited worldwide in important museums, lives and works in Munich and Beijing. Since the 1990s the artist has been photographing the exteriors of buildings, of banks, corporate headquarters and museums in the metropolises of the world, including Beijing, Tokyo, Shanghai, New York, Hong Kong, Melbourne, Osaka, Boston, Brasilia, Los Angeles, Paris, Sao Paulo, Singapore, Dallas, Madrid, Washington, Mexico City, Chicago, Toronto, Chongqing and Montreal. The results of this breathtaking project form an unusual series of some 100 facades: a vocabulary of global architecture, an inventory of city landmarks. The structures and colours of the contemporary metropolitan universe are transformed into pictures that resemble abstract painting.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 0.001 |
| 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