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
Urban spaces and streets have been studied in a variety of ways in Montreal and Paris, but rarely have historians examined the specific relationship between the function of the street and social usage to reflect changes over time. The argument here is for an analytical approach to photographs combined with textual evidence to reveal the urban processes affecting the retail streets of rue Notre-Dame and rue Sainte-Catherine in Montreal, the through street of Boulevard de Sébastopol, and the pedestrian street of rue Mouffetard in Paris. Photographs reflect the success of modern urban transformations to rework the images of the city from various perspectives and for different purposes. They include the bourgeois female shopper on the late nineteenth-century retail and through streets, female retail and office workers interspersed among men on early twentieth-century rue Sainte-Catherine, and the agency of working-class women in the market transactions and peddler trades of rue Mouffetard.
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 | 0.001 | 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