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
This article considers the political impact of a series of billboards that appeared at the Windsor–Detroit border and the Tijuana–San Ysidro border between 1991 and 2007. While there is a significant asymmetry between the political tensions on the northern and southern borders of the United States, there are remarkable parallels and relays between events that have taken place in major cities on these borders that indicate that generalized border anxiety has spread far beyond the localized territory of the southern borderlands. In this heightened climate of border insecurity, artists and community groups have seized on the geopolitical confusion that has emerged in mainstream American media where issues such as terrorism and illegal migration have often been folded into the same discourse. While border regions are tightly controlled spaces, these projects have served to highlight contradictory narratives of globalization and security, unmasking national insecurities that have been submerged through the bureaucratic discourses of the North American Free Trade Agreement and the more recent Smart Border agreements.
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 | 0.000 |
| 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