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
Stadtpläne übersetzen den dreidimensionalen urbanen Raum in eine zweidimensionale Fläche. In der Verschränkung von Bild, Text und topographischen Daten sind sie ein anschauliches Beispiel für die »Textualität des Raumes«. So generieren Stadtpläne in den unterschiedlichsten Medien innovative Erzählformen. Aus literatur- und kulturwissenschaftlichem Blickwinkel stellt »Metropolen im Maßstab« die Kartographien von Bleston, Berlin, Paris, London, Istanbul, Los Angeles, New York, Montréal, Havanna sowie Cuzco, Abancay und Chimbote in Peru ins Zentrum und betrachtet ihre Übersetzungen in künstlerische Artefakte. Am Leitfaden von Text-, Bild- und Filmlektüren ergibt sich ein Panorama aktueller raumtheoretischer und urbanistischer Diskurse.
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 | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 0.020 |
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