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
Existing accounts of the politics of fighting freeways during the age of the Interstate largely describes the victories of white affluent urban neighborhoods that successfully mustered local opposition to urban highway construction. Popular understandings of the “freeway revolt” thus remain limited to places like Beverly Hills, CA, Cambridge, MA, Lower Manhattan, and New Orleans’s French Quarter. Yet a close examination of cultural expression from urban minority communities, like the Chicano barrio of East Los Angeles for example, reveals a more pervasive and sharper critique of building freeways in the city. Losers, perhaps, in the fight against the freeway, city people of color nonetheless voiced specific grievances against highway construction through art, literature, and other forms of creative production. Herein lies another freeway revolt, which inspires local opposition to subsequent forms of spatial injustice in the inner city.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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