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
In his article "Authorship, Collaboration, and Art Geography" Martin de la Iglesia explores the connection between geographical spaces and works of art, a connection often made, but hardly theorized, by scholars in the field of art geography. He suggests that the link between space and object is established by the creator of the object. A feasible method is devised to determine the creator's geographical identity, which in turn determines which space is assigned to the object. Particularly, the implications of multiple authorship for such a methodology are considered. The procedure is exemplified by a geographical analysis of the comic book series Civil War, which was produced by four main creators from the United Kingdom, Canada, and the USA. This spatial-stylistic analysis results in the conception of the work as a patchwork of geographical influences bestowed by its creators. To successfully interpret the results of such an analysis, it is necessary to view them in the context of the general geographical circumstances of the world of comics.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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