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
Venetian printmakers in the sixteenth century were enthusiastic participants in what became a project of civic self-promotion as they looked beyond the local market to an international one. In response to the fascination of foreigners who marvelled at the city's singular topography and its reputation for liberty and licentiousness, the bird's-eye view and images of local social types – such as the doge and courtesan – became transmuted into icons of the city's urban identity. The medium and modes of representation used to reproduce the republic's social and physical organization on paper are crucial here, for it was the repetition and sedimentation of visual conventions that forged iconicity. Venice was redefined as a centre in which all the world could be seen. And the mechanisms for this redefinition, as this article argues, emerged, in part, out of print, for it was because the city could be seen from the eye of a bird, on paper as an image, by foreigners – that it could be re-envisioned from the outside in.
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 | 0.000 |
| 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