VISUAL SPACES OF CHANGE: UNVEILING THE PUBLICNESS OF URBAN SPACE THROUGH PHOTOGRAPHY AND IMAGE
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
If we take for granted the idea of being in the so-called post-photographic era, the genre that can surely suffer its consequences and show its manifestations is that of architectural photography. Architectural photography no longer documents given that the veracity of what is represented is systematically under suspicion. It is assumed that what is photographed is, at best, an interpretation. Urban photography has lost the fascination it had at the time of the optimistic and utopian configuration of the modern city. Definitely overshadowed that enthusiasm, the exploration of the urban slides towards the transitional territories and the places in transit, where neither the city is a city nor the landscape a landscape. The non-places, the generic city or the third landscape, whatever we may name it, is where the scenery portrays a different ecosystem open to new conceptual and visual narratives that allow us to return to the consolidated city in order to discover something new, hidden behind its prejudices, their stereotypes and their history. In the bland is the substance.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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