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
As a result of his highly imaginative perspectival illustrations, late sixteenth-century Dutch architect Hans Vredeman de Vries remained at the pivot point of transferring perspectival developments from Italy to a northern European setting. He brought about a revolution in the genre of the architectural city-view, stood as a giant of that artistic category, and initiated a widespread architectural following that could be felt in buildings from every province of his home country to as far away as regional towns in Peru. \n \nThis essay introduces the use of geometry in Vredeman’s illustrations from his 1604 treatise Perspective and gives an account of the meanings behind vantage points, picture planes, and the viewing subject in those representations. A commentary on the notion of repetition in perspectival vistas and an explanation of the significance surrounding the placement of the centric point in his engravings is also dealt with. The centric points of Vredeman’s plates are seldom placed on a blank architectural surface. Instead, we encounter deliberate openings that allow us to travel beyond the pictorial plane and that remind us of the artificial nature of the environment being shown. Someone might theoretically be looking back at us, configuring the world before us, and thereby reinforcing the arbitrariness of our point of view. \n \nOverall, this paper aims to look anew at the symbolic significance of the perspective engravings of Vredeman de Vries. The writing ends with a summary on what it might mean to transcend a perspective.
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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.012 | 0.008 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.003 |
| 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